{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Structural Split Dataset\n",
    "\n",
    "This shows how to load the structural holdout datasets described in Insert Section of our paper\n",
    "\n",
    "There are two tar files you will need.  **The `StructureDataset` class will download these for you.**\n",
    "- [The data splits](https://dl.fbaipublicfiles.com/fair-esm/structural-data/splits.tar.gz)\n",
    "- [The pickle files containing sequence data, secondary structure labels, distance maps, and 3d coordinates](https://dl.fbaipublicfiles.com/fair-esm/structural-data/pkl.tar.gz)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "PATH_TO_REPO = \"../\"\n",
    "sys.path.append(PATH_TO_REPO)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import torch\n",
    "\n",
    "import esm\n",
    "from esm.data import ESMStructuralSplitDataset\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading the splits\n",
    "\n",
    "Given the same root path, `ESMStructuralSplitDataset` will download the dataset only the first time it is initialized.  Any other time, it will check if the folder exists and exit early."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "for split_level in ['family', 'superfamily', 'fold']:\n",
    "    for cv_partition in ['0', '1', '2', '3', '4']:\n",
    "        esm_structural_train = ESMStructuralSplitDataset(\n",
    "            split_level=split_level, \n",
    "            cv_partition=cv_partition, \n",
    "            split='train', \n",
    "            root_path = os.path.expanduser('~/.cache/torch/data/esm'),\n",
    "            download=True\n",
    "        )\n",
    "        esm_structural_valid = ESMStructuralSplitDataset(\n",
    "            split_level=split_level, \n",
    "            cv_partition=cv_partition, \n",
    "            split='valid', \n",
    "            root_path = os.path.expanduser('~/.cache/torch/data/esm'),\n",
    "            download=True\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examine a single sample\n",
    "\n",
    "Each element is a dict with\n",
    "- `seq`    : string\n",
    "- `ssp`    : string\n",
    "- `dist`   : np.array\n",
    "- `coords` : np.array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "dict_keys(['seq', 'ssp', 'dist', 'coords'])\n",
      "\n",
      "sequence MKTVRQERLKSIVRILERSKEPVSGAQLAEELSVSRQVIVQDIAYLRSLGYNIVATPRGYVLAGG\n",
      "\n",
      "SSP labels XHHHHHHHHHHHHHHHHH-SS-B-HHHHHHHHTS-HHHHHHHHHHHHHHT---EEETTEEE--TT\n"
     ]
    }
   ],
   "source": [
    "esm_structural_train = ESMStructuralSplitDataset(\n",
    "    split_level='superfamily', \n",
    "    cv_partition='4', \n",
    "    split='train', \n",
    "    root_path = os.path.expanduser('~/.cache/torch/data/esm'),\n",
    "    download=True\n",
    ")\n",
    "ele = esm_structural_train[0]\n",
    "print(ele.keys()) \n",
    "print()\n",
    "print('sequence', ele['seq'])\n",
    "print()\n",
    "print('SSP labels', ele['ssp'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize 3d Coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "coords = ele['coords']\n",
    "xs = coords[:,0]\n",
    "ys = coords[:,1]\n",
    "zs = coords[:,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "ax = fig.add_subplot(111,  projection='3d')\n",
    "ax.set_title('3D coordinates of $C_{b}$ backbone structure')\n",
    "N = ele['coords'].shape[0]\n",
    "\n",
    "for i in range(ele['coords'].shape[0] - 1):\n",
    "    ax.plot(\n",
    "        xs[i:i+2], ys[i:i+2], zs[i:i+2], \n",
    "        color=plt.cm.viridis(i/N),\n",
    "        marker='o'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Distance + Contact Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9n7vv29q+fUk6CgAA0EAWnYP9/Ft/sv69BAAANdW61eitkp5Rc9bdZyW91cz+pG69AgBgJWX0MlesKeRgAIDGk9EcrOrEi7sfrfLaNy+kgdOl8TB+VfOmMP7i3r1h/I6Bh5JtvLD3qjC+o7AujA+WJ8L4Q+UzyTb25uLP6vH4oqHjeQ/jORWTbexOVBdOlTI/2d8Zt1EYSbbRvnk2fqE8FYbNTsZt9B9JtqGzo2HY++PPmrx3KIw3nT6bbGLo7nj7dh5+NIzPjMZXZT/y9OZkG6lDfuvhuF/Hz7aH8Ttb47abvTnZ9ojFrU8+uSWMXzN4OoyfHtuQbOObLU1h/NpT8TKXj8fHx0OT8bEhSYeb4nXffjQeu+3t02F8KJc+VdlMPBamT8XbsDQVH7OFfPokb4V4PUoz8Wf5VLwe032J409S8XhfGC8fjuO2Pt5PpfH4+JMkHxmIl3kgPr9OPhDv8/bt6eO/dCo+lxQn4uPGJxLnnmQLQGNYihxsLZnouz2Mt267aZl7AgDA0qt1xQsAAI2HZ7AAAAAsv4zmYLWe8QIAAAAAAICLxBUvAACcL3WPJwAAAOonozkYV7wAAAAAAADUCVe8AABwvozeXwwAALCqZTQH44oXAAAAAACAOqn7FS+7muKSpyOJ8sWbCx1hPFUyWpLuHHg4jOcTpak3FuKyv0OJ0teSdJ+fDuPX5LvCeHtiTuvJQlz6VpJmE6Wmd84kyhGX4s863hf3SZJ6p8bCeMemeH94ovR2YbA/2YafiUvQlp48FsbHTsZljTsLcZ8k6dSpnjDe3BGX652ZjPfHqSplitsSs62FQhzPK1VCPN5/MybtSezb4WL8WRO5fBgfGm0N45LUp5YwftzibdXRFI/D2Yl4XB1sTs9KH/HJMN5VjstJNycqIX+rOS7PLEk7PFGi/f64VPgZi/f5iWJ6Hnrft+Ltfnw23u433h5XgX3igXR576s2PRLGx5+Mx0LXukNhPDeRPo/5eFzSeeaRwTB+4rG4VPgl2w4n2+h/IN4m23c9FsbLo/EYsUK8zZdNOZvftgBrTarMtESpaSCF4wZrWkZzMK54AVZIatJlKaUmXQAAAAAAy2PBEy9m9vF6dAQAgFXDy/X/ARaA/AsA0BAymoNVvdXIzL5wfkjSy82sW5Lc/fV16hcAAEBDIv8CACBbaj3jZYekByV9RJJr7g//PkkfqHO/AABYORm9vxhrBvkXAKAxZTQHq3Wr0T5J35H0bkkj7n6rpAl3v83db0stZGb7zeygmR08PPb00vUWAAAg+y4q/5KemYN95OOfWIauAgCAWqpe8eLuZUkfNLNPV/7/ZK1lKssdkHRAkn7kktely/gAALAKuZdWugtoYBebf1WW/X4ONnPqCXIwAMCaktUc7EL/iB+V9EYze62kuFYwAAAAlgz5FwAA2XBBEy/nuPuXJH1pIcvszLWF8afKY2H8VGk8jO8orEu2ke/dG8bvGHgojL848f6thc5kG6l+PVyO86Brcl1hfJ2n7+7qz6e+mIp3056Z2TBe8nSZ4sGh9jBuubjtdW3TYdzH4+0hSSrE/c11tobx5o54LDTtifsqSVuH4u3e8Zy4fPL0kcS4OjqVbKO3J+7X+ksmwvjEoWIY3znbFMYvL00m224rN4fxG3oGwnjX9vizdgynD3E/tiWMry/PxJ/VE2/zwumeZButzfHxvzMxdjstjh8uxNtDkvKKx3tbPnF8lOL3j1n62DwzHe/DsXy8zPRYPowX8+kZ/FxHPH7adsXHoG1IbPftu5Nt2FB/GC9s7wjjHY/F48oK6W01PRWPudLA2TA+0x/vJ+lYso1lQdUhrCIXk39JUuu2m8L4RN/ti+3SqpBaj9R6A42CYwBrWkZzsAWXkwYAAAAAAMCFWdAVLwAANISMPlEfAABgVctoDsbECwAA58voZa4AAACrWkZzMG41AgAAAAAAqBOueAEA4HzlbJYyBAAAWNUymoNxxQsAAAAAAECd1P2Kl1yi1Guq3PKDGgnjoz6taY9nvzYW4rLDqbLRqTLT1ZbZXIjLrQ6V4tLCqfV4VmK9JakrUWr6WCEu9ewW777LplNlqaXmxD1zJwdSpbRHw2hL38lkG554IJKPxttq+Hhccrh5Q1zOWZJGB+N93vx4XLJ28HDcxlFLlymeGYrH7tmz8TLfK8Xb8P5iXC73/kJBu8uJ0ruJPl12Ji7JXWxJzwyXE+WTz+bieNHjUsiFQrxfn71xUEcG4nLvLYq3VUtiDVMlvN+kMX3v9IbwtalE9fTNvfHY3Zoo236lpMeOxW1cunU4jBdOdIfx1i3x+rWeikt1S5K1xiWrbTJRbnkm8VmT6VLvPjQYxsvD8bE5Mx2XuPbZKuth8fa1pvj8VkrsQJ9d4ft7M3p/MSBRZhoAsIplNAdbM1e8pCZdllJq0gWoh9Sky1JKTbospdSky1JKTbospdSkCwAAAAAsRtV/+ZnZCyUdcvczZtYq6RZJz5P0oKTfcvf4sg4AANayVVDK0MxaJH1dUrPm/l5/xt3fY2brJf2VpN2SnpL0E+4eX5aFNYscDADQkFZBDlYPta54+aikc9etf0hSl6T3V2Ifq2O/AABodFOSXuHuz5V0naRXm9mNmvsH+D+4+xWS/qHy38gecjAAADKi1r0OOXc/94CBfe7+vMrv3zCze+rXLQAAVtAquL/Y3V3SuQcfFSs/LukNkm6uxP9c0q2S3rXM3UP9kYMBABrPKsjB6qHWFS/3m9nPVH7/npntkyQzu1JS8umKZrbfzA6a2cEHRh9foq4CANBYzCxf+Ud2v6Svuvudkja7+3FJqvz/phXsIupn0TlYuRw/cB4AACyvWhMvPy/pZWb2uKRrJH3LzJ6Q9N8rr4Xc/YC773P3fdd2XrZ0vQUAYDmUy3X/mf8P5MrP/vO74e4ld79O0g5JLzCzZy37tsBKWXQOlsvFFQABAFi1liEHWwlVbzWqPLjtp82sU9Kllfcfdfd0LWEAAFCTux+QdOAC33vazG6V9GpJJ81sq7sfN7OtmrsaBhlDDgYAQHZcUD1bdx+V9L2LaaBT+TDe4XGZ22tyXWH8ofKZZBtDpfEwvrXQGcZTZaPvGHgo2UZqmU2F+NukU4k+3a90EYLUund4fGHSkXxitq6pmGzjkunZMN6SKDt8ciDehuuPDiXbKJ2O2zjbFw+3B8e3hPHRu5uTbdyfawvjl92T2B+5pjD+zea4r5K03uNlds/G/Xq4GO+P782eCuOlQrp88bFyPH7yiTGy5US83iWly0l/rWkijLcX42N2eLg3jB9p8WQbdyUKrZRausP45Ymy0Q+kh4JKirf75hPrw3ibxaXpT+XSp8MNw61h/Egu7tglT8Zj5+HR7mQb6+48EcaHEvt2x9ijYbx4cjDZRulEfP458s14/Q5NxONt3z3pf+c/fbYjjG9+ejSMT56Jz1fN0yt8f+8qeKK+mfVKmqlMurRK+peae7jqFyS9TdL7Kv//1yvXS9TbYnKwhWrddlMYn+i7fTmar7vUeqTWG2vfQvd5tbG+lsZJVtYDDWoV5GD1cEETLwAAYNltlfTnZpbX3K3Bn3L3vzGzb0n6lJn9nKSnJb1xJTsJAACA6ph4AQDgPO7xlVHL2we/V9L1QXxQ0iuXv0cAAAD1tRpysHqo9XBdAAAAAAAAXCSueAEA4HwZvb8YAABgVctoDsYVLwAAAAAAAHXCFS8AAJzPs/ltCwAAwKqW0RyMK14AAAAAAADqpO5XvOwsxXM7/TkP4+s8fv/e3LpkG/f56TB+qjQexjcXOsL4i3v3Jtu4Y+ChBS2zqdAexgdLE8k2HtKZMJ5a99S2GkhsW0myYrzL98zMhvGyWxwfTz9tOjVJOTsd97foibHQMZlso2e0JYxvWz8axltG2sL4Zm9NtnHVdBy/rBi3UZzuDOMzTb1h/CWT8baVpEPNXWH8WZMzYbzN4v0x6flkG5d5vA1nE91K9Tb1fkmaLMfjqj8X97fYFI/PBz0+NiRptBxvk86WDXEbXgzjD+Wmkm2cKMfH4MNN8SBZd2JjGD/UnJ7rvuRoPH7OzsT93TSYGIe74m1ejSeO8zP5OD44GJ/fJOnxxD7c8Wi8Dcen4/VT4nwoSd3JV5ZQRu8vBi5G67abwvhE3+3L3JP6qLYeqXXH2rDQ/cf+/kEXc5yzHbEoGc3BuNUIAIDzZfQyVwAAgFUtozlY1YkXM2uS9GZJfe7+92b2FkkvlnRI0gF3j79qBgAAwEUjBwMAIDtqXfHyscp72szsbZI6JH1O0islvUDS2+rbPQAAVkBGL3PFmkIOBgBoPBnNwWpNvDzb3Z9jZgVJxyRtc/eSmf2lpO+lFjKz/ZL2S9JPdr9AL+m4Ysk6DAAA0AAWnYNZvku5XPqZTAAAYHnUqmqUq1zq2impTdK5J342S0o9EVHufsDd97n7PiZdAABrjpfr/wNUt+gcjEkXAMCak9EcrNYVL38q6SFJeUnvlvRpM3tC0o2SPlnnvgEAADQqcjAAADKi6sSLu3/QzP6q8nufmX1c0r+U9N/d/a4LaWDTbFwquJgoU3osH7+/J1E6WZKuyceldx8ux+VIhxIlnVMloKV02eiFlplOlbKWpOFyXD75wfJIGE+Vmd5QpYTw8cT2LVk8FC5PlFSeHkg2oXxzHG9uj8vcNidmHddtTJeTvmQiLhXevS3et+PjTWF8UyldC3mnxW20NMfPMywlKmynyn63ebok9+XTcb+u2DoUxpva4m1rVa5pm3x0SxifyMULXdsRt33paPq4yTXHZZWT66d4m3fk0+Xkn8rH2/F5E/E26cjF+y9XTJcW3zUdj9Gx5vhL5/WKS1PvnknvkN7tY3E88f6WXfFxntuzI9mGcsfCcM+muDT19qfifdvRlTgxSGqKd6FmS/G6D5TjE0ahP32u3JV8ZQll9P5irB1LkYPVW7WSsVkvNU25XKxmSzk+GetYdhnNwWqWk3b3vnm/n5b0mXp2CAAAAORgAABkRc2JFwAAGk5Gv20BAABY1TKag9V6uC4AAAAAAAAuEle8AABwPqoOAQAALL+M5mBc8QIAAAAAAFAnXPECAMD5Mnp/MQAAwKqW0RyMK14AAAAAAADqpO5XvDQn7tHaNeOJJeIuHc+n3i+1J+aPrsl1hfEHNRLGT5XGk21sKrSH8Rf37g3jdww8tKD3V2tjsDQRxu/302H82nx3so0uz4fxvny8n8pN8f7YcSTuqySV3cL49Ezc9r0tcRvFJ3qTbTxdKIbx8Qfi+P3F5jD+vcJUso3JUlsYb5qI498oxOOnvxzvv3LL+mTbsxaP9/XH42WarBTGu1rS63e4Kd4fw7m47c2j8XqPJ8aUJI1ZPK7O5ONlcuW47Z5S+vgfycWftS4f74+N3WfD+NWD8diRpG2t8TLDM/E5Zl1rYrtPxeNQkmYm4/WYHI/71fT0WBjPdT2dbGPy0GgYf/rpjWH8SDE+NjecTa9HKTGdX0icY3LT8fvbmmeSbSyLjN5fDCyX1m03hfGJvtuXuSf1kVqP1HpjZbCfgDUoozkYV7wAAAAAAADUCc94AQDgfBm9vxgAAGBVy2gOxhUvAAAAAAAAdVJ14sXMuszsfWb2kJkNVn4OVWLdVZbbb2YHzezgV8YfW/JOAwBQV16u/w9QxVLkYOVy/HwqAABWrYzmYLWuePmUpGFJN7v7BnffIOnlldinUwu5+wF33+fu+17ddvnS9RYAAKAxLDoHy+XSD8IHAADLp9YzXna7+/vnB9z9hKT3m9nP1q9bAACsoIzeX4w1hRwMANB4MpqD1Zp4OWxm75T05+5+UpLMbLOkn5Z05EIa6M3FZVVnyvHFNrsTZaZzSpd6fbIQL7PO4zaelSgzfX+izLSULum8udARxhdaZlqSXpRYZkuijeHyZBh/sJRej735eN03JkoCDyVKC5+ZSJeTPVuK99WxRAnoJ/NxPdl1TU3JNh7Oz4bxosf9Gkysx1OluCSvJPXm4/7unI3HVZfF7z+bi/u6pRyX3ZakJxKld0/l4kN2PBe33TWZ3obHWuI2HvO4DHOxOR6HcSHrOfeUBsL4U7l4P43bujB+Ipdu5eFyXCJZxe4wfOlwaxg/0pzeH/2JstHfLsbnN5uO3//NpnR57/LgpjA+kqjWvffB+JvsS4eHk20MDXaH8e8W4m3ynXx83psppb9F/6d8vI5bJjvD+EghPp42VDnHLIuM/tHHmrLoHGw1osw0zmFb/aCl2iYXczwtZRuNvA+xBDKag9W61ehNkjZIus3MhsxsSNKtktZLemOd+wYAANCoyMEAAMiIqle8uPuwpHdVfp7BzH5G0sfq1C8AAFaOx1fJAcuFHAwA0JAymoMtppz0byxZLwAAAHChyMEAAFhDql7xYmb3pl6StHnpuwMAwCqQ0fuLsXaQgwEAGlJGc7BaD9fdLOmHNVe6cD6TdEddegQAAAByMAAAMqLWxMvfSOpw93vOf8HMbq1HhwAAWHEZ/bYFawo5GACg8WQ0B6v1cN2fq/LaW5a+OwAAACAHAwAgO2pd8bJomzaMhfHTp1vDeG4m/pzdibgkzaoYxvvz8RORuzx+pvA1ua5kGw/pTBgfLk+G8U2F9jD+ot69yTa+NfDQgpbZVuhcUJ8k6VDpdBi/Nt8dxjd6PoyPl9JDp8VKYXzDbLzdLyk0hfHnzE4k29gw2xIv0zUYxtcPx/vWW9Yn23jpxHT8Wa3x9i3Mxm3sycXj88ZcPKYkafdEWxi/evvJMD41Ee+P5tbZZBsdxzaG8e1NHWF873S8PSarPKN7sDXevvGoknZOx8fsbFNqCenRRLys+LPKFr+/PxePW0kas3gdj5TPhvHNxXhMe6JPkpRLvLZzJp7172meCuPr9sT7SZIsF7dx6bH4fHyitTmMV/se4lTi/PNwc/xZg4nzxdlSfAxI0o1V2l8yns1vW4DVqnXbTWF8ou/2Ze5JfVRbj9S6Z91yrPda27ZL1d+1tt4XI3VMNcK6RzJ1jsloDraYqkYAAAAAAACoou5XvAAAsOZk9P5iAACAVS2jORhXvAAAAAAAANRJ1YkXM1tnZr9tZn9hZm8577UPV1luv5kdNLODnxg6ulR9BQBgebjX/weoYilysHLiOVQAAKxaqyAHM7NXm9nDZvaYmd0SvN5lZl80s++Z2QNm9jO1PrPWFS8fk2SSPivpzWb2WTM794TE5PMN3f2Au+9z930/uX5HrT4AAADgmRadg+Vy8YP+AQBAzMzykv5I0mskXSPpJ83smvPe9ouSHnT350q6WdIHzCyurlFR6xkvl7n7v6n8/nkze7ekfzSz1y90BQAAWDMyen8x1hRyMABA41n5HOwFkh5z9yckycw+KekNkh6c9x6X1GlmJqlD0pCkdDlZ1Z54aTaznPtcTSd3f6+ZHZX09UoDNTV3xO1vKMaXv/afjEskl9OVXrVzJlEfNrF6xwrx5UUdiTLTkrQ3ty6MP1geCeODpbgU8pZCerOlykYvVZlpSRosx/16IFFm+upEmemBRIlkSepJ7KyWRBHa2cSFV3lLXwbWWYrbsMQyo7m4HHFRqbGTbv/0ZFzK+lhz/P5UIeQzU3F5XUlqSmyrlq64rnqhOX5/27b0iav3VDwWxqfjb0j3bBkO4+VS+rg5OdwbxjvK8bZ63oZTYXzbqfSYLjZ1h/EXTcfrt2P76TDecyTuqyS1W1y6uaMpLpd99UQ8Po8W47EjSVcX4/LiLc3xObRtXdyn4tZ0GebiybjUc5fFbewoxf3dkihxLUl7WuLxszUeuhpOn0qARrfoHCwLqpVBzXqp6TVXAhYNZaXH50q3v9qwPZbUdklH5v33UUkvPO89/03SFyT1SeqU9KZzf69Tat1q9EVJr5gfcPc/l/QfJE3X7jMAAGtQuVz/H6A6cjAAQONZhhxs/vPQKj/75/Ug+mb+/G+Nf1jSPZK2SbpO0n8zs/hKjYqqV7y4+zsT8a+Y2W9VWxYAAAAXhxwMAID6cPcDkg4kXj4qaee8/96huStb5vsZSe9zd5f0mJk9KWmvpLtSbS6mnPRvLGJZAABWLy/X/we4eORgAIBsWvkc7G5JV5jZnsoDc9+suduK5nta0islycw2S7pK0hPVPrTqFS9mdm/qJUmba/UYAAAAC0cOBgDA8nP3WTP7JUl/p7nHdX7U3R8ws3dUXv9jSf9F0p+Z2X2a+7v8LnePH1ZZUevhups1d//S+U/VNEl3LHw1AABY/TzxAGhgGZGDAQAazmrIwdz9y5K+fF7sj+f93ifpVQv5zFoTL38jqcPd7zn/BTO7dSENAQAA4IKRgwEAkBG1Hq77c1Vee8vSdwcAgFWAqkNYYeRgAICGlNEcrNYVL4vW1FEK483dcby3PBbGT/Z3JttoLsWXI+2ZmQ3jbvFqH8mnd/I6j59DvDcXV42630+H8eHyZLKNbYV4HV/UuzeMf2vgoQW9X5K2FDrC+Eh5Kow/VBoJ45cUNyTbeDKxfVO+UR4M44UqbYw1xfvq+JmNYfybzfF2P1llfxSbusP4TFRgTNLdiX2+MdccxrfnW5Ntp9rofGR9GB+ejdu4ZPBMso3D0+1h/N7muPF1J3rCeHs+Ps4kaaAYxwc9buOykZYwXkq8v5rJcj6MW+KjNhTiY0CSmovxOraV4v7mf6Di3JyhuEuSpL7JtjA+MxWfezpG4nPonqnz70r4Z4/0x4+FuLclPmaftLhi7VlrSrZxVjNhPJf4c9OROLdumV3hy0x5+C2w6rVuuymMT/Tdvsw9qY/UeqTWe7W2sRxtr+R6AFhiGc3BFlPVCAAAAAAAAFXU/YoXAADWnFXwYDcAAICGk9EcbMFXvJjZpnp0BAAAAGnkYAAArE1Vr3gxs/MfKGGS7jKz6yWZuw8lltsvab8k/d7eK/TWHVuXoq8AACyPjD7YDWvHUuRglu9SLhc/zwsAgFUpozlYrVuNTkk6fF5su6TvSnJJl0YLufsBSQckaeCHXpbNa4UAAADqZ9E5WKFpOzkYAACrQK2Jl3dK+peS/k93v0+SzOxJd99T954BALBSMvptC9YUcjAAQOPJaA5WdeLF3X/PzD4p6YNmdkTSe6REndSE5t1xmdvyWFxytLMQly/NFeKyxpJ0vK8rjKdK0F42nViFpkTtW0kDuXiZDR7Xh7023x3GH0yUZ5bSpaaXqsx0tWVSbaT6NGrpYTCVeG0oUWZ21uOyuOUqQy11OHYmHsa0TfE4nEnsV0naEg9FdSZOBrPN8ThsK8fjcDAvvdLics/9idLC63ri/XF2OD6Urcr6tSe2uyVOC0O5xPERf4wkaaoYt388F4+FXVNxufPZKmWYH8/FO6rUEpc8LhyJS3Ify6VLJE8l6nsfLMb746nWeFs9WE6Xeh5ujUvTdyTOY20et5Hvj8ehJB0rxvv2qMX746HZuL8nq5RCPzR+In6hbVcYPpsYhy1N8TEANIqlyMEaVdbLTGfFUpZ6pmw0allrJceX8ny10HPiat0ma13NqkbuflTSG83sRyR9VRLZMLAEUpMuAFYB59+3WHnkYACAhpPRHOyCqxq5+xclvVxzl73KzH6mXp0CAADAHHIwAADWtppXvMzn7hOS7q/8529I+tiS9wgAgJWW0fuLsXaRgwEAGkJGc7Ba5aTvTb0kafPSdwcAAADkYAAAZEetK142S/phSec/YdEk3VGXHgEAsNISD+oGlhE5GACg8WQ0B6s18fI3kjrc/Z7zXzCzW+vRIQAAAJCDAQCQFbXKSf9cldfesvTdAQBgFfBs3l+MtYMcDADQkDKagy3o4boXI7+lO4zb4GgY99mJMN6+eTbZRu/UWBgfHGoP482JnXnJdLoNK8ab6ng+vhSqy/NhfG++K9nGodLpMD5YjrfJlkJHGH9R795kG98aeCiMvzixzOZEGzOWvgRsWykulrVTzWG8u7AhjN80OZ1sY8rjNq7cPhjGW4/1xn0qtibbeEHXqTCeT+zzmcGNYbytHI+rbc8aSba9fuRsGO++IR6HG4/2h/GmXenKo533xMs0PxGvx+4dQ2G82JI+OU48uiWMD+ebwvhzuuL9NzoWjx1JOuLxGL1yKu7Xlp743DMy3JNso5yLj+euxCm0KAvj1+TWJdu4eiZuY9ds+jgIP+eaeL9K0rrHuuP4VLwN1zdtCuNTVY7/oaZ4HYc8Xo9HpgbC+HhzPA4biZntlPRxSVsklSUdcPcPmdl/lvR2Sec23q+7+5dXppfA2tG67aYwPtF3+zL3ZPVIbRMga9baWF9of6udxxZ6jmvkc2I91X3iBQCANWd13F88K+k/uPt3zaxT0nfM7KuV1z7o7r+3gn0DAABYeqsjB1tyTLwAALAKuftxSccrv4+a2SFJ21e2VwAAAFio+H6NKswsvi8EAICM8HK57j9mtt/MDs772Z/qj5ntlnS9pDsroV8ys3vN7KNmlr5PDplCDgYAyLrlyMFWQtWJFzN7n5ltrPy+z8yekHSnmR02s5dVWe77yeRHv/vEEncZAIC1z90PuPu+eT8HoveZWYekz0r6VXc/I+n/lXSZpOs0d0XMB5arz1g+S5GDlcvx88IAAMDyqnXFy2vd/dwTRn9X0pvc/XJJP6Qqid78ZPJnn3fpEnUVAIBlUvb6/1wAMytqbtLlf7j75yTJ3U+6e8ndy5L+u6QX1G07YCUtOgfL5eIiAwAArFqrJAdbarWe8VI0s4K7z0pqdfe7JcndHzGzdJkRAADWslVQytDMTNKfSjrk7r8/L7618vwXSfoxSfevRP9Qd+RgAIDGswpysHqoNfHyR5K+bGbvk/QVM/sDSZ+T9EpJ91xIA9YRf9uSa4vL+OZLJ+IPKk8l2+jYFL9muXg26+RAZxhvKcUlYCVpz0xcErhk8Sbsy8cDZmOizLQkXZvvDuMPJMpMjyS2ybZCvH5Sumz0HYky0y/svSqMdyTKa0uS5eN8MFVm+qzibTVWZVsVFe/b8dG4TPHRYvxZVXa5JieKYXx0Ml6/p5riD9udKBP89Qd36Hkb41K6uUTJ6oWyznS57GL7eBhvzcdjPVXSvbA+PRa2Ho7b6JmNl9l0bVw6vXso/hxJuuHBeH9cuiUuf73hxngctn43XYa5NBMv034iLlPe7qUwPpRLb6vdFq9jV9dkGJ+YjMdnIV1BXKVyvB5Fj8fbxsT7c4ly2ZI0WYjLQG/2eN1zzfFn7bL02G0g/0LST0m6z8zuqcR+XdJPmtl1klzSU5L+3Up0DnW36BwMF6Za2VbKqgJYCy6mXHbq/Fbts2anjy24HcypOvHi7n9oZvdJ+gVJV1bef6Wkz0v6L3XvHZBhqUkXAKvAKihl6O7fkMJZri8vd1+w/MjBAAANaRXkYPVQs5y0u98q6dbz42b2M5I+tvRdAgAAADkYAADZsOBy0vP8xpL1AgCA1aRcrv8PcPHIwQAA2ZTRHKzqFS9mdm/qJUmbl747AAAAIAcDACA7at1qtFnSD0saPi9uku6oS48AAFhpGb2/GGsKORgAoPFkNAerNfHyN5I63P2e818ws1vr0SEAAACQgwEAkBW1qhr9XJXX3rL03QEAYBVwnsGClUUOBgBoSBnNwWpWNVos29ATxxf6OXYy+ZqXJ8L4urbpxBKjYfTkQGeyjbLHPb480US5Kd60Q7n0pVMbPR/Gr853h/GHSiNhfLg8mWxjc6EjjL+w96owfufAw2G8ZdO1yTae0pkwvinfHsaPzsTv727dkmyjpxw/F3pkLB5vDzTPhPF2xdtckvom4v6O5uJlxizet6XE55dL6aNgZiZuY/rp8TA+8Fjc1y1tQ8k2JobjMXqs1BrGu56I4+tn4+NPkiZmimH8uDWH8V198X61xLaVpJnE2WR0pCWM94ydDeOF5nQbqX2V+rNw1uL911dM7/OJUlsY7xiNt3t/IbHe32lKtnFHc7zd+4uzcZ8Ux2eV3lazia3SbvG+bU/8GdpUTh+bALBcWrfdFMYn+m5f5p4sb9up9QaQHRzny6vuEy8AAKw5Gb2/GAAAYFXLaA62mHLSAAAAAAAAqIIrXgAAOI+Xs3l/MQAAwGqW1Rys6hUvZrbPzL5mZn9pZjvN7KtmNmJmd5vZ9VWW229mB83s4J9+/d6l7zUAAECGLUUOVi7Hz7QCAADLq9YVLx+W9B5J3ZLukPT/c/cfMrNXVl57UbSQux+QdECSJj7ya9m8SQsAkF0Zvb8Ya8qic7BC03YGMgBgbcloDlbrGS9Fd/9bd/+EJHf3z2jul3+QFJcMAQAAwGKRgwEAkBG1rniZNLNXSeqS5Gb2o+7+eTN7mdJVcp8h/4o3h3EvxWVKbfBIGM/1x3FJKgz2x22Mx6V3W/ri0tTrj6ZL75bH49WdHojfv+NIXN73zERczlWSxkvx7hjIxSV5LyluCOOj1UrvJl7rKMZtp8pG39b/QLKN5/deGcZ7UyWEi5vD+PPSVbG1Mx9fPt3TE+/z0vDGML65nCo5Ll3zrHhcjQ/G5Xq3negK43suHUy2se6muPx1aqY3t/uyML7jvsfCeGHf85JtN52I1++FXzkWxjueE+f5+Sv3Jtu4Zl1cjnz7o/GY7ro5UX6+OV0i+Tn/+0QYb+6J7w9tesHVYbywLV2yvnQiLnl+zdjpMD6UKAHdOZU+5abKYm9rjcf6zPS6uI2m9JjuKMfHYHfiT0ExcSp5rJC+97bL4/n88cS5p5hY79T7l01Gv23BmrLoHAz1sxxlWJeybDRlYwGsGRnNwWpNvLxD0u9IKkv6YUm/YGZ/JumYpLfXt2tAtiUnXQAAIAcDACAzqk68uPv3NPfH/px/X/mRmf2M5u45BgAgWzybT9TH2kEOBgBoSBnNwWo946Wa31iyXgAAAOBCkYMBALCGVL3ixcxStaBNUvxgDgAA1rqM3l+MtYMcDADQkDKag9V6xstmzV3mOnxe3MQlrgCAjPKM/tHHmkIOBgBoOFnNwWpNvPyNpA53v+f8F8zs1np0CAAAAORgAABkRa2H6/5cldfesvTdAQBgFcjoty1YO8jBAAANKaM5WK0rXhbNx86/QrYin2g69RTjs6PpNs6ciV8oxG14OW6jdHo23UaiW/nmOF52C+NnS8VkGy1WCuM95Tj+pMXrN2XpwbqtFD9P2RIr8pTibfv83iuTbdw98EgYz/XG22RzoSOMz7a0Jdu4erY9jHcPx8vc1xxvk/GZxA6U1PVodxgfmWoK46dycXz9QGsYb3s6cWxIKk/GA65wZjyMD90Zv39D4aF0GyNTYfz44XVhfEs5HgudhWPJNsaPxuNtYCDe591PDIXxfG+8DSVp6mziOPf4uGkZHYs/qNoT1BOPIffEoZZPHIMjlk82MZKPGxmdivfHvYkxPVLqTLZxey5e9/bEuWSr4jE9oOlkG11qCeObSvHxv87iY/Cq6Xj/AQAWbqLv9gW9v3XbTXXqCdB4qh1/HGuNo+4TLwAArDmJCXoAAADUUUZzsMWUkwYAAAAAAEAVtcpJd0n6vyT9qKTeSrhf0l9Lep+7n65n5wAAWBEZvb8Yawc5GACgIWU0B6t1xcunNFfG8GZ33+DuGyS9vBL7dGohM9tvZgfN7OBHPvPlpestAABAY1h0DlYun12mrgIAgGpqPeNlt7u/f37A3U9Ier+Z/WxqIXc/IOmAJE3d+3fZnLICAGRXRr9twZqy6Bys0LSdgQwAWFsymoPVuuLlsJm908w2nwuY2WYze5ekI/XtGgAAQMMiBwMAICNqXfHyJkm3SLqt8offJZ2U9AVJP3EhDZT7n0y8kHha8UxcptT7TybbKD0Zl7PNdcYlaH10Ioyf7UtvjtnpeI6quT0uQT09E5eNPVZIl5PeMBu30aKFPdl5SDPJ13YqLt2aKjO9KR+Xbe5NlICV0mWj7xx4OIy/bNO1YfypdOVdlQpx2ehLcvE+HFdcmvZIIe6rJG2citsoKp6FTc3Nnjkbl9c9c1uLLr9+MHxt7Hg8TpoG4uPj8eObwnj+zlOJXkmlmXifP5goRzz4eLweV02n2zh6rCeM31uIj83it+P9tHFLogS0pCdO9CZfizz3m/G/VzxdTV7jg/H+ePJMXOp5JB8P3gda0jP4A4rLe+cUj9EHZuKxc7IYb3NJenwqXmayHJ8zdjbFn3W6PJlso60Yj8UduXgbtiVOb53Vdsgy8FStcGD5LDoHQzalys8utGR0NanPovQtsLTHx1Idt1k6NrOag1WdeHH3YTP7mKSvSvq2u3//Xz9m9mpJX6lz/4DMSk26AABADgYAQHZUvdXIzH5Fc0/P/yVJ95vZG+a9/Fv17BgAACum7PX/AaogBwMANKSM5mC1bjV6u6Qb3H3MzHZL+oyZ7Xb3D0mJ698BAACwWORgAABkRK2Jl/y5S1vd/Skzu1lzf/h3iT/6AICs4ooUrDxyMABA48loDlarqtEJM7vu3H9UEoDXSdoo6dl17BcAAEAjIwcDACAjal3x8lZJzygt4e6zkt5qZn9St14BALCCPKPftmBNIQcDADScrOZgtaoaHa3y2jeXvjsAAAAgBwMAIDtqXfGyaOXb/jF+oVgMwz46HsYn7x1KtjF2simMN3eMhfHh421h/MHxLck2iol64s1eDuP3tsSb9sn8dLKNSwrxeswm7gj7RjkuRzzrpWQb3YUNYfys4vU4OnMmjO8qbk62sbnQEcZftunaMH5b/wNh/ObNz0q28YTF/fVcexi/Z+ZUGG/JxeNQkqZb1ideiW+t79NUGN/jrWH8zMH0eBvJxeNnq8dtPJE4ntb1rUu2MTDbHMbvbY3Hz3OmU210Jdu4Lx+ve18+Pp5GJ+NjoNzXmWzj6ULcr62zs2F8eiQ+niZH02OhXIr3+XA+3k8d5Xh8zig9g3+Zx/vjTGKsv6i4KYzvKeWTbTQ3bw3jj8yeDuNj5fh8dXmhJ9nGuOLx01WKt+9Y4obX8ko/wiKj37YAWBoTfbcv6P2t226qU0+WV7X1Tq1jo24rZNdCx2i193N8BDKag9V6xgsAAAAAAAAuUt2veAEAYM2JLzQCAABAPWU0B6t6xYuZrTOz3zazvzCzt5z32ofr2zUAAFaGl73uP0A15GAAgEaU1Rys1q1GH9PcAy0+K+nNZvZZMzv3IIIbUwuZ2X4zO2hmBz/63SeWqKsAAAANY9E5WLl8djn6CQAAaqh1q9Fl7v5vKr9/3szeLekfzez11RZy9wOSDkjS2f/4E3ytBwBYW7giBStv0TlYoWk7AxkAsLZkNAerNfHSbGY597nSPe7+XjM7KunrkuLSNQAAAFgscjAAADKi1sTLFyW9QtLfnwu4+5+b2UlJf3ghDdimjXF8XVzm1qficrlNp9OXy3YWEsvsiUsLN2+Iy0yP3h2Xc5WkdR2TcXxjHC8+0Ru/vykulytJz5mdCON5i2f9CsW4NHS5Ssnamybj8rBjHpeg7W6NSx4/L15tSdJsS1yu+6lEldtU2ehbT96fbOM5G/aE8ZM2mu5YYFOi/LQkndRMGC8mytz2Ki6Xu6Ecv//RpqKumo7bSO3BoxaP0fsLcenk+9Wsm6biDZ9LjKupxBOtBhJniz3T6TsWNyTKsI/l4m1SzMVtd3WlB9yVp+Lt3tYcb9vWxBfAbYX4/dU859sjcRut8XE2NBKfF6rpL8b9TZWmPpSPx4IknSjH55iRUhy/rCk+x1yhuEy4JF0yE+/bG5ribZWy/ca4lP2yyeiD3bCmLDoHQ/0sR0nXlSxZezGWow1gLeLYWKCM5mBVn/Hi7u+UdNTMXmlmHfPiX5H0K/XuHJBlqUmXpZSadAEArG7kYAAAZEetqka/LOmvJf2ypPvN7A3zXn5vPTsGAMBKyeoT9bF2kIMBABpRVnOwWrca7Zd0g7uPmdluSZ8xs93u/iEpcb8FAAAAFoscDACAjKg18ZJ39zFJcvenzOxmzf3h3yX+6AMAsiqj9xdjTSEHAwA0nozmYFVvNZJ0wsyuO/cflQTgdZI2Snp2HfsFAADQyMjBAADIiFpXvLxV0jNKZLj7rKS3mtmf1K1XAACsIJ7BglWAHAwA0HCymoNVnXhx96NVXvvm0ncHAAAA5GAAAGRHrSteFm3mrofDeK6zaUGfM3R3eubr1KmeML516EwYHx1sD+P359qSbfSMtoTxSybGw/jThWIYfzg/G8YlacNs3EZnqRTGx5riG+Cq3RY35fHdZUXF27enHL9/Z/5sso2rZ+PtWyrE2/cJi3v8nA17km3cO/hkGN+38Yow3p6Lx9sT00PJNrryrWH8skJXGD+buOX+sXy8bVsTY0SSHiku7ObGh0ojYbytOT42JKmc2Od3zZwM44OF+LPKTenj5mQuHrsnNR3G2/PxZ209FR8bktRfiMdoz0xzGG/9XlzGu9gU91WSii3xcXtkPB7rW0txn/oK6fPYxlI8foYU93e3x+vXUuXRDx25zjA+XojX70x5Km4j1xHGJWk8cQOr2cK+vbDCCj/CIqP3FwNoTK3bbgrjE323L3NPakv1KbUOK20p+7vQ/bFatwmeqdp+Wo3H4IrLaA5W6xkvAAAAAAAAuEgLvuLFzDa5e389OgMAwGrgGf22BWsbORgAIOuymoNVnXgxs/XnhyTdZWbXSzJ3T9+nAQAAgItCDgYAQHbUuuLllKTD58W2S/quJJd0abSQme2XtF+S/uCFV+mnr9i+yG4CALCMMvptC9aURedglu9SLhc/iwoAgFUpozlYrWe8vFPSw5Je7+573H2PpKOV38M/+JLk7gfcfZ+772PSBQAAYMEWnYMx6QIAwOpQq5z075nZJyV90MyOSHqPlCiFAgBARmT1/mKsHeRgAIBGlNUcrObDdd39qKQ3mtmPSPqqpHTt2EB+R3cYz23bHC8wFZeZ3XSpNPG1R8PXmjviUqgdz4lL0DY/HpdCfoPO6v57NoWvbVs/Gsa7t02E8fEH4lLBl5Wkp3NxGdjndA2G8VQZ1uNnNoZxSeosx8tcuT1uY3w0Lrc8MhaXED6sNl3Xcyp8rXs4HiKX5OLh5olv5E5avM2ldNnog6fiMfLi3r1h/LKmDck2BkrxODmWiF+Zj8tMb/B8GO8ruDaU45K56xJlv88kSm+nfLc0rJfn4nVsTaTv1xbj9+9JlC+eNNcNk3Ep5h25eN3PJEp135Da50Vp/Ya4dPvYmbhfnd2TYbzn+XGfJMma4+PW2uPyydffHpfebt0Zf/4v6ozu+1q8fduLcdnoUikuAd2Vrn6tscS1jKV8/MLufLx+Wz0+L4zL9eLEPl9fjLf79hvGwrjPxgOxad/uMA40ksXmYEAtWSgzLWWnrHJW1gMXjn3eOGpOvJjZXs3dU/w1SX8v6bJK/NXu/pX6du+fpSZdllJq0mUppSZdllJq0mUppSZdcOFSky5LKTXpspRSky5LKTXpspRSky5LKTXpspRSky5LKTXpkikZ/bYFa8tqycEAAFg2Gc3BqqboZvYrkv5a0i9Lul/Sq9z9/srLv1XnvgEAADQkcjAAALKj1hUvb5d0g7uPmdluSZ8xs93u/iHNlTUEACBzsnp/MdYUcjAAQMPJag5Wa+Il7+5jkuTuT5nZzZr7w79L/NEHAGRUVv/oY00hBwMANJys5mC1ngZwwsyuO/cflQTgdZI2Snp2HfsFAADQyMjBAABYAWb2ajN72MweM7NbEu+52czuMbMHzOy2Wp9Z64qXt0p6Rskgd5+V9FYz+5ML7jkAAGvIavi2xcx2Svq4pC2ae9TcAXf/kJmtl/RXknZLekrST7j78Er1E3VDDgYAaDgrnYOZWV7SH0n6IUlHJd1tZl9w9wfnvadb0oclvdrdnzazmlV6ql7x4u5H3f1E4rVvLqD/AABgYWYl/Qd3v1rSjZJ+0cyukXSLpH9w9ysk/UPlv5Ex5GAAAKyIF0h6zN2fcPdpSZ+U9Ibz3vMWSZ9z96clyd37a31ozXLSizY1E8fHJ8JweWgkjM+Mpm9nnpmM54+mj8QlaAcPt4XxU7mmZBstI/Ey4+PxMvcX47LRg7l0qef1w11hfDSXD+PfbJ4M49uULlndeqw3jB8txm080Bzvv9LwxmQb9zXH6ziuuATtPTMLL03dnthXL+7dG8bvGHhoQe+XpI2F9jB+avZsGL/fh8L4tYWeMN5m6fLFLYlhsmU2MVdajNt49kS67O9wPt7nbU1xfPdMfAxuKEwl2xj0eBumtLbE482rVEg/MxGP97b26QW1XRpMl6zOTcSfdfpkaxj3cnx+G1L6HKPEqbIt3h0qJU6J60vpjXU88VmTibp9p2w2jB8ppsfuYDne5+vuj89XZ8/G+2/n5FPJNtr/r+RLS8dX/hEa7n5c0vHK76NmdkhzpYXfIOnmytv+XNKtkt61Al0EsMZN9N2+0l1YEqn1aN12U93bXo42gIay8jnYdklH5v33UUkvPO89V0oqmtmtkjolfcjdP17tQ2s94wUAANSBme03s4PzfvZXee9uSddLulPS5sqkzLnJmZqXtwIAAGBOjRwsmvk5/5vNgqQbJL1W0g9L+o9mdmW1Nhd8xYuZbXD3wYUuBwDAWrEc9xe7+wFJB2q9z8w6JH1W0q+6+xmzFf8mCCuEHAwAkHWrIAc7KmnnvP/eIakveM8pdz8r6ayZfV3ScyU9kmqz6hUvZvY+M9tY+X2fmT0h6U4zO2xmL6u6NgAAYFHMrKi5SZf/4e6fq4RPmtnWyutbJdW8rxhrDzkYAAAr4m5JV5jZHjNrkvRmSV847z1/LekmMyuYWZvmbkU6VO1Da91q9Fp3P/cAjt+V9CZ3v1xzT/j9QGqh+ZfufPTewzWaAABgdfGy1f2nFpu7tOVPJR1y99+f99IXJL2t8vvbNPfHH9mz6BysXI6fSQYAwGq10jlYpYLgL0n6O81NpnzK3R8ws3eY2Tsq7zkk6SuS7pV0l6SPuPv91T631q1GRTMrVBpvdfe7Kw09YmbJJ7jOv3Rn7NdeX+WxmAAAIOFfSPopSfeZ2T2V2K9Lep+kT5nZz0l6WtIbV6Z7qLNF52CFpu3kYAAALJC7f1nSl8+L/fF5//27mvti5ILUmnj5I0lfNrP3SfqKmf2BpM9JeqWkey60EQAA1pLluL+4Zh/cv6H4AW/S3N9hZBs5GACg4ayGHKweqk68uPsfmtl9kn5BcyWTCpX//7yk36x77wAAABoQORgAANlxIVWNTmjuktU73X3sXNDMXq25+5qqGrx1PIy3rDsTxqfP5sP4I09vTrZxKhevxo6jU2H8aOIK3W82zybb2OytYXxTKf4y8nuFuO2nSmNhXJK8ZX0YLya+8DxZngzjM7n0lcU7i/F6JFZD7Yr3x+bydLKN8Zl4+x4pxI205IphfFOuPdnGE9NDYfyypg1h/MW9e8P4HQMPJdtILbO50BHGT5Xisf7A7HAYby9sTLbdp3j87MzF2/ak4v1xqLkl2cZTuZkwfnD6ZBhvatoaxk+U0/vp/txE8rVIcTw+BgpVHlNwpCmOXzUQb6u9fz8Sxien09uqvT3evt89G/f3yvG4w/c2p+8pvXo67u+xQnw875qJP6u7nD6P7ZqNj7WTxfg47/N4/+21+HMkqb8Y9+uK0Xj7jif6NHU67tNycadyEFaFReVgeKaJvtvDeOu2m1b0s1A/a20/rbX+on4aeSxkNQerVdXoVzT30L5flnS/mb1h3su/Vc+OAQAANCpyMAAAsqPWFS9vl3SDu4+Z2W5JnzGz3e7+IaXvOwcAYE3L6v3FWFPIwQAADSerOVitiZf8uUtb3f0pM7tZc3/4d4k/+gAAAPVCDgYAQEZUvdVI0gkzu+7cf1QSgNdJ2ijp2XXsFwAAK8bLVvcfoAZyMABAw8lqDlZr4uWtmnuw2/e5+6y7v1XSS+vWKwAAgMZGDgYAQEbUKid9tMpr31z67gAAsPI8XRwOWBbkYACARpTVHOxCykkvyux0XBI03xqXsm2yuBRqtWfstCWewNPbE5dunhmKLy9a74m6tJKuSlRP3mlxCeHJUlvcp3y6DOtLJ+JG8haPvmJTdxjfkq70rBd0nQrjkxNxv/om4lLB1zyrP9lG16NxvzZOxdtkOlFG+6TiMSJJXfm4LPZAKS7ju7EQr0eqZLSULjX9osQyWxJlpic8HtNHPC4HLknHE2XHj1u8fqdLcdnfXFNvso0hT423+EK4GcXjMFWKXJJ6FR9TXR63saFUCuMtVZ6ytT7RgUva42244ZI4nlhtSVLzjvhUecO34rLmm58dnxdu/Eb6HLOzazSMT43Fx8flitvIF9PbKlFBXEP5uF+XWBy/0eNtKEmzM/GGvOKV8fqVxuLjo3nfrmQbAHAxlrIMa1ZKui50PVIlbtea5ViP1LbNyjZEfWXlHIN/VveJFwAA1hqewQIAALD8spqDMfECAMB5svpHHwAAYDXLag5W9eG6ZrbPzL5mZn9pZjvN7KtmNmJmd5vZ9cvVSQAAgEZCDgYAQHbUqmr0YUm/I+lLku6Q9Cfu3iXplsprITPbb2YHzezgJ4eSz4YDAGBVcq//D1DDonOwcjl+LhgAAKtVVnOwWhMvRXf/W3f/hCR3989o7pd/kNSSWsjdD7j7Pnff9+b1O5awuwAAAA1h0TlYLhc/WB4AACyvWs94mTSzV0nqkuRm9qPu/nkze5mkuPwIAABrXFbvL8aaQg4GAGg4Wc3Bak28vENzl7mWJf2wpF8wsz+TdEzS2+vbNQAAgIZFDgYAQEZUnXhx9++Z2a9K2ibpqLv/e0n/XpLM7NUX0kD3nskw3rx3fRgv9Z8J41sPp+9TLhTKYXz9JRNh/OzZ5jC+ezaOS9JlxdEw3tI8E8abJtrC+M7Z9N1d61vjbXV6Mr6ieCYxGdhZjreHJOXz8U1to5Pxuo/m8mF8fLAp2cbIVPxaUakb6uIVKSbiknRZoSuMHyvF4+TUbBzfXOhItvGi3r1h/FsDD4XxF/ZeFcYvKawL4yWl99O1hZ4wvk7x/hjNx59143T8fkk6UYjH1bFifGn6TZPx/tiWTx+bR0qtYbzD4y9rr720P4znEuNWksZPx+Nt/dVTYbzp2fHtjz4RH3+SlNsQ74/eU4+G8eKl8flt14MjyTZS56trDhXDeGdHur8pY4PxZ61PfHdeTGz2znXxtpXS31LkOuP9VB5PNJ5b2W873LP5bQvWjqXIwYCl1rrtpuRrE323L2NP6qPa+q2lNoC1LKs5WK2qRr8i6X9J+mVJ95vZG+a9/Fv17BgAAECjIgcDACA7at1q9HZJ+9x9zMx2S/qMme129w8pdZkCAABrnKcvSAOWCzkYAKDhZDUHqzXxknf3MUly96fM7GbN/eHfJf7oAwAA1As5GAAAGVGrnPQJM7vu3H9UEoDXSdoo6dl17BcAACum7Fb3H6AGcjAAQMPJag5Wa+LlrZJOzA+4+6y7v1XSS+vWKwAAgMZGDgYAQEbUqmp0tMpr31z67gAAsPKy+kR9rB3kYACARpTVHKzWM14W7ezxuAkrDIXxsSPx+4+fjUvcSlI+UaZ4IlGG9XulzjD+cDH9JJ/idLxMKVEJ9RuF8TDeZXGfJKkwmyiR3Byv391+OozPNsefI0kzgxvD+FNN8QAfs7jtbSfSbZzKxWVjUwWB+xSXpu1VeludTdzefmU+7tf9Ho+3U6V4P0nSlkSp6VTZ6DsHHo4/KPH+XYmS2NXsKMUXqU1YHN9UisudS9KpfLx9y4k91exxvFTl5HiiGPerpxQvMzUWH/9Tk+lT1fEz8X5qbj8VxvPdA2F8pi9dIrmwKS4DffxQfF7YUo7HW9/QpmQbza2zYXw2sc9nZ+NS4R096TLTxaF4HyYqQGsgUY381On0+Xgocdx2/tPJ+P0n4m24bfKpZBvp1gFgeaRKJzdyqeDUumehzDQALFbdJ14AAFhrPDUbBQAAgLrJag5W6xkvAAAAAAAAuEhc8QIAwHkSd9YBAACgjrKag1W94sXMuszsfWb2kJkNVn4OVWLdVZbbb2YHzezg/xw4tuSdBgAAyLKlyMHK5bPL2GMAAJBS61ajT0kalnSzu29w9w2SXl6JfTq1kLsfcPd97r7vLb3bl663AAAsAy9b3X+AGhadg+VyPIoaALC2ZDUHqzXxstvd3+/uJ84F3P2Eu79f0iX17RoAAEDDIgcDACAjaj3j5bCZvVPSn7v7SUkys82SflrSkTr3DQCAFVGuUiYdWCbkYACAhpPVHKzWxMubJN0i6bbKH3uXdFLSFyT9xIU0cPDo5jC+rW8yjA+Um8P4na3pHZBT/NrO2aYwfn9xNox/b/ZUso2Zpt4wvs7ji4b6yxNh/GwubluS9uSKYTyfeP/GXLyt2qpcPtVWjtvfPRO3Ukp8zp5LB5NtrB9oDeNnzrbEn+Xx+zdUWY/H8vFTlzZ4vB7XFnrC+AOzw8k2JjzeVpcU1sUL9F4Vhu8ceDiMFzddnWz7sJfDeFMxPp46EuPw0aZ4TEnSXbnxMD7p8V5/qqkzjJernEb+KT8Vxq+yeOw+1d8dxgcTx4YknSnG42TjycQl9vfGzzwYHUpfkr9+PF5maDweV72To2F8PHk0S5aLx3Qp8cenvSvetq2bUkettG1yJIwPnYy371Qx7u+61rhtSRoZj8dD87q4Xx3j8d+CwsaVffa7Z/SPPtaURedga8lE3+1hvHXbTUv2WSkX08bFLNOoUttqoftpOVTr03Ls86U8DoC1Kqs5WNXM1t2Hzeyzkj7j7neb2bWSXi3pkLsPLUsPAQAAGgw5GAAA2VF14sXM3iPpNZIKZvZVSS+QdJukW8zsend/7zL0EQCAZZXVUoZYO8jBAACNKKs5WK1ruX9c0nWSmiWdkLTD3c+Y2e9KulMSf/QBAACWHjkYAAAZUWviZdbdS5LGzexxdz8jSe4+YWbxQygAAFjjsvpgN6wp5GAAgIaT1RysVjnpaTNrq/x+w7mgmXVJ4o8+AABAfZCDAQCQEbWueHmpu09JkvszyqwUJb2tbr0CAGAFZfWJ+lhTyMEAAA0nqzlYrapGYc1Qdz8lKV17eZ6yxRuuuyMuITpzJr4Ip9nj8rOStGM2buPyUtzGWC4ua1wqbEi28ZLJuI22ROndcsv6ML6lSonkG3NnwviZqXjdt+fjMszXFeLPkaRtz4rLyY71x22US3F/190Ul9GVpLan4xLNm87EJXnPHNwSxqtdjtVaSJS/TSzUZvH72wsbk20c8Xj8lBJfNO4qdIXxamWjv9F/KIy/bNO1YXw60XZXoox2R7qysDbm43Lr6xOftXc6LiE8U2VPNRfjcXVtOS5lfcll8dgZG04f/6mT85YXzYTx/KbuML7udDw+JalwxRVh/NnrHwvjzTftDeP7cg8l22h/cVwqvO3gyTDecm13GLe2+LwgSYWN8Wn72oNxefhdo/F23/WK+NiQpC1Px+efttfFY7qlL16//LXxNgQaxVLkYGvJUpbLpfTu2rCWykwvF8YukF21rngBUCepSRcAKy+rT9QHAABYzbKag9V6xgsAAAAAAAAuEle8AABwnqw+UR8AAGA1y2oOVvWKFzNbZ2a/bWZ/YWZvOe+1D1dZbr+ZHTSzg18dj5+BAAAAgNhS5GDlcvrZVQAAYPnUutXoY5JM0mclvdnMPmtm5562eGNqIXc/4O773H3fD7VdvkRdBQBgebhb3X+AGhadg+Vy7cvRTwAAlkxWc7BaEy+Xufst7v55d3+9pO9K+kczS5f/AQAAwGKRgwEAkBG1nvHSbGY5dy9Lkru/18yOSvq6pI669w4AgBWQ1fuLsaaQgwEAGk5Wc7BaEy9flPQKSX9/LuDuf25mJyX94YU0MJiPN9yRkc4wPqP4/SNWTrYxXIxrTrWVm8N4KfE5x8rjyTYONXeF8cun4/7OWtynJ/Lp9dg90RbGmxQvM5MYk/2T8edI0vqR+H7vXD7u78xMPv6gcrrOV3ky7u/Y8WIYH8nFw7BaJbFHinEb6zy+iKsl8WF9mkq2cbw0FsavLfRU6dkPOuxxX1+26drkMrf1PxDGp3v3hvHRYncYzzelT1zfnjgaxi9pXh/GJ1vjNsYT41OSTnl8TJ3OxWP06JOtYXw0l16PtsRYvPa2kTDe3jkaxsul9AWA60/Fz6o6fk98Gf/2dY+H8ScPpb+ovqxwMl7m/nh/7CkPhfFC95lkG7On43114tTGOO7xOXTTo/E2lKTTJ+Jt0vr08TDuoxOJeHo9gAax6BxsLZnouz2Mt267aZl7gtXqYsZCalxdjKUaoxfTJ44DYO2requRu79T0hkze74kmdk1ZvZrknLufsVydBAAgOXmy/ADVEMOBgBoRFnNwape8WJm75H0GkkFM/uqpBdKulXSLWZ2vbu/t/5dBAAAaCzkYAAAZEetW41+XNJ1kpolnZC0w93PmNnvSrpTEn/0AQCZk9X7i7GmkIMBABpOVnOwWlWNZt295O7jkh539zOS5O4TUpUHOwAAAGAxyMEAAMiIWle8TJtZW+WP/g3ngmbWJf7oAwAyyjP6bQvWFHIwAEDDyWoOVmvi5aXuPiVJ58oZVhQlva1uvQIAYAXxr1qsAuRgAICGk9UcrOrEy7k/+EH8lKRTF9LAcxMlmrduj0uFFprjTT355JZkGxO5uOTxDT0DYfyyM3HJ2nwuLhktSc+anAnjV2yNS7quPx6XgD2VKJ0sSVdvj8vJtnTFbXc+Erexrmcy2Ub3DbXm2p5p+ul4/+V2X5ZcpnAmXqZpYDqMb42HmY5aXMq2mjOJsuNbZuO76nbm0m0ct7j09jrF421HohxxU3Fzso3pxKklVTb6WwMPhfFy71VhfMZTxdOltny87u0Wl/0e0mwYb6pyx+Iei4+1dYluFTx+zvjm2fR6bMjH46q9Mx5XbT3x8VTsSj/jvHhpfKz1nkmUdN65NYxv6B5OtpGosK2Zcrx9E1XKNX0q/ecqtUzO4nXvKsfbvWlDelttbE2UrL8sUYRlJt4fdvX1yTaARrAUOdhaQrlc1MNylHpeypLVALJrYf8KB7BkUpMuAFaeK5uXuQIAAKxmWc3Baj1cFwAAAAAAABdpwVe8mNkmd++vR2cAAFgNyum7qYAVQw4GAMi6rOZgVa94MbP15/1skHSXmfWYWfzQg7nl9pvZQTM7+PnxJ5e80wAAAFm2FDlYuRw/cwkAACyvWle8nJJ0+LzYdknfleSSLo0WcvcDkg5I0re3/euMzlkBALKqnNH7i7GmLDoHKzRtJwcDAKwpWc3Baj3j5Z2SHpb0enff4+57JB2t/B7+wQcAAMCikYMBAJARtcpJ/56ZfVLSB83siKT3aO5bFgAAMiurT9TH2kEOBgBoRFnNwWo+XNfdj0p6o5n9iKSvSmpbSAOXXTsYxpu2xU1bSzGMXzN4OtnG0GhrGO/aPhnGiy2lML7lRHuyjTaLl2lqm43jifeP5+L1k6SpiXibFJrjssPDs81h/OxwerduPLqwZ/INPBZvkx33PZZcZujOuL+PH98Uxp8oxtvk/kK8bSXpodJI8rVQsScMn9R0cpHTpYkwPpqP12/C4gvIOjyOd3k+2fZosTuMl3uvCuN3Djwcxl/UuzfZxpZCRxgfSqz3ZC4e09fkOpNt5BL/RDiWj18oJLbV9tl06e2zpXi8Dw/Fp6pC01gYz7emx1t5KF7m7EBTGC8+ejKMPz3Ym2xj4p74s+4uxue36Xvj42lS6XGVT/yb7d7m+BjMJU4lvf+0LtlGsRiPkx0PPRHGLRf/cc33xMcs0EgWm4MBS22i7/YFL9O67aY69KQ+qvX1YtZ9qaTaXkvbFmh0NSdezOwFktzdv2hmT0l6g5n9K3f/ct17BwDACkhP9QHLhxwMANBospqDVZ14MbP3SHqNpIKZfVXSCyTdJukWM7ve3d+7DH0EAABoKORgAABkR60rXn5c0nWSmiWdkLTD3c+Y2e9KulMSf/QBAJmzGu4vNrOPSnqdpH53f1Yl9p8lvV3SQOVtv87VD5lFDgYAaDirIQerh1pVjWbdveTu45Ied/czkuTuE8ruVUAAAKwGfybp1UH8g+5+XeWHSZfsIgcDACAjal3xMm1mbZU/+jecC5pZl/ijDwDIqNXwB87dv25mu1e6H1gx5GAAgIaT1T9wta54eWnlD77cff42KEp6W916BQAAUn7JzO41s4+aGeWfsoscDACAjKh6xYu7TyXipySdupAGho7ElQ/bz4QfrdZNcQno02Mbkm30qSWM70iUVS6X4vvGSlXuJ5tMlP5NVBBWV0u8fl2TcclYSWpOlLNt2xbP+10yeCbRp0QNX0lNu+L9YZ1xydotbUNhvLDveck2NhQeCuP5O+Mhs64vLk3bM5WumtnWHP9boytRjvjZE3GJ20PN8diRpFxTXPr3xul4LGwqzYTxR5vSJcQ74m4p3xSPxRmPF0iVjf7WQLwvJOklm64O4xvz8Xbvnz0bxh9IlCiWpCsTpaa7E8fTkUL8WbOWPlXtnImPm7Mz8Xa3k3EZ7Y2KS0ZLUr4j3rdz//75Qbm2uL/t+XTJ6nU9cRnvjSe6wviuLafDeLmUnk9v6YzXI//ExjA+mtjum64cTbZRnk2Uh96+J16gKXFO3Lor2cZyWI5vW8xsv6T980IH3P1AjcX+X0n/RZJX/v8Dkn62Pj3ESlqKHAxYastRvpgSyReOMtPIoqxe8VKznDSA+khNugBoDJVJlloTLecvc/Lc72b23yX9zVL3CwAAAEuLiRcAAM6zWp+ob2Zb3f145T9/TNL9K9kfAACApbRac7DFWvDEi5ltcPfBenQGAADMMbNPSLpZ0kYzOyrpPZJuNrPrNHer0VOS/t1K9Q/LjxwMAIC1qerEi5m9T9LvufspM9sn6VOSymZWlPRWd79tOToJAMByKq+CL1vc/SeD8J8ue0ewIsjBAACNaDXkYPVQq6rRaysPcZOk35X0Jne/XNIPae6BfiEz229mB83s4F+dPrJEXQUAAGgYi87ByuX4oegAAGB51brVqGhmBXefldTq7ndLkrs/YmbNqYXmPzDw4b2vSZc8AQBgFSpn9P5irCmLzsEKTdvJwQAAa0pWc7BaEy9/JOnLlctdv2JmfyDpc5JeKeme+nYNAICVwb9WsQqQgwEAGk5Wc7CqEy/u/odmdp+kX5B0ZeX9V0r6vKTfvJAGvjW6IYz3Dse1dNufmg3j32xpSrZx3OJl/NiWMH42F8+ifa1pItnGZd4Sxicfjds43JQP48da0pXJO45tDOO9p+J+HZ5uD+Ptnq5T3HlPfxgvto+H8YnheIg0nYg/R5LKI1NhvDQT39k2MBt/cZez9GFXThySrYlFhvPx/ngqN5NsY8inw/iJQjwWTuWLYfyuXLxtN+bTY/rbE0fDeFs+3lZbCh1h/CWbrk628Y3+Q2H8Rb17F9TGcHky2cYDpZEwfm2+K4x3e7yfDhfSx82UxWP08nj3yafj43/6WNwnSdqeOx3GT/R3hvHOE/GzL4dL6X0en0mkdeX4eG5qi+PN6xIrLqkcnypVSBxrY7n4mJ2ZiPeTJI0MtobxzmMD8QKz8XrkW+PPkTT3z04g45YiBwPWoom+28N467abVqzttabaeizHdgTwgy6kqtG45h7udreZXSvp1ZKOunv6X6wAAKxh6ak+YFmRgwEAGkpWc7BaVY3eI+k1kgpm9lVJL5B0m6RbzOx6d3/vMvQRAACgoZCDAQCQHbWuePlxSddJapZ0QtIOdz9jZr8r6U5J/NEHAGRO2bL5YDesKeRgAICGk9UcrFY56Vl3L7n7uKTH3f2MJLn7hLJ7FRAAAMBKIwcDACAjal3xMm1mbZU/+jecC5pZl/ijDwDIqKw+UR9rCjkYAKDhZDUHqzXx8lJ3n5Ikd5//R74o6W116xUAAEBjIwcDACAjapWTDusCu/spSacupIHnFeNyss2dcV3TQqJs7LWn4rLUktTRFJfxXV+OH/pfTJSsbS+mS6TOJm41m0iUWx3OxXN1j3lcWliStjfF5XrHE2Wj722OO2VVdmvzE3HJ6tZ8vD+OleKSri/8yrFkG8cPrwvjD5bi0rv3tsblZKeqfKF318zJMH5tMR4nbYny3gen48+RpLzF+/ZYMd4fqRLXk4ny3kd9Qs9RvM8vaV4fxtstHutDpbjk+MZ8WxiX0mWjvzXwUBh/ceL9mxNlpiXp5OxYGL9fp8P4s/LdYbytyl2RR/Lx9s01xcfBpYlqyzOldBtDJ+N9/pji7dt8X9ynu1vS55jxvk1h/M6WeFyVnowLUHdXKXYyqbj9O1rj+FHFpcKbjqaKX0tjufi81HFr+liLrJ96IP3i/gV91EXhcgKstKXIwfBMK1mmOCuWskzxQks3T/TdvmRtNPI+Z5tgtctqDlbrGS8A6iQ16QIAAIBnYmIAwFpW61YjAAAaTjmbD9QHAABY1bKag3HFCwAAAAAAQJ1UnXgxs31m9jUz+0sz22lmXzWzETO728yuX65OAgCwnMqyuv8A1ZCDAQAaUVZzsFpXvHxY0u9I+pKkOyT9ibt3Sbql8lrIzPab2UEzO/iZ0cNL1lkAAIAGsegcrFw+uzw9BQAgQ8zs1Wb2sJk9Zma3VHnf882sZGY/Xusza028FN39b939E5Lc3T+juV/+QVJLaiF3P+Du+9x934937qrVBwAAVhVfhh+ghkXnYLlcXJENAIDVaqVzMDPLS/ojSa+RdI2knzSzaxLve7+kv7uQ9ao18TJpZq8yszdKcjP70UojL5MU10sFAADAYpGDAQCw/F4g6TF3f8LdpyV9UtIbgvf9sqTPSuq/kA+tVdXoHZq7zLUs6Ycl/YKZfUxSn6T9F9LAxm1jF/K272vdGs9BXT5+JrnM7ERXGN/REy9TKMTVwYeHe5NtpO4Eu7ZjKIxvHm0L48XmdAnhvdPTYXzPluEwvu5ETxgfyhWTbezeEfe3ffNsGO96ojWMdzwn+WWbtpTj7T74eLzMc6bj/g5UGZ2DhXjd93hzGN89E+/BpqatyTZmEvOhN03Gn9Xs8fufauoM43unp5JtT7Z2h/EhxftpMhfn4P2z6cvMtxTisfji3r1h/I6Bh8L4ixLvr9bGSDle90fKo2H8yly8DSWpx/NhfDAX74/mYjywds/MJNuYLcVz1G3l+FySz8XxZk/fUzqRi18b1GTcJ4vH+llPHzjdFq9jTzleZipxLukqp//N1xWvutp74/NboTte7/ylK3u1ZFafqI81ZdE5GJ6JcsSry3Lsj4W2cTF9mui7fcHLrEap9eC4wXJbjhzMzPbrmX9LD7j7gcrv2yUdmffaUUkvPG/57ZJ+TNIrJD3/QtqsOvHi7t8zs/8kqezuD5nZAUlPSzrk7t+8kAYAAACwMORgAADUR2WS5UDi5Wjq5/xvdP9A0rvcvWR2YTNFVSdezOw9mru3qWBmX9XcZTe3SbrFzK539/deUCsAAKwhiQt3gGVDDgYAaESrIAc7KmnnvP/eobmrTefbJ+mTlUmXjZL+lZnNuvvnUx9a61ajH5d0naRmSSck7XD3M2b2u5LulMQffQAAgKVHDgYAwPK7W9IVZrZH0jFJb5b0lvlvcPc95343sz+T9DfVJl2k2hMvs+5ekjRuZo+7+5lKQxNmtgomowAAWHpUHcIqQA4GAGg4K52Dufusmf2S5qoV5SV91N0fMLN3VF7/44v53FoTL9Nm1ubu45JuOBc0sy6tiquAAABYejxcF6sAORgAoOGshhzM3b8s6cvnxcIJF3f/6Qv5zFoTLy9196nKB87/I1+U9LYLaQAAAAALRg4GAEBG1KpqFNZ8dfdTkk5dSAMPPL4pjE8rLs96yfG4/PRDk+uSbRxsjr/4KZyOSw53e1xS9UhL+sKm2cTM26Wj7WF8PFHiNl2EVZpMbJNyopRtez4uLVytkWJLYlutj4fC+tmJMJ6/Ml1CuLNwLIxfNR0PmXV9cTnwPdPxektSuSku133tVLxNNhTi8sUnyvH+k6RSYp9vy8clmkuJUsHlxGH2YFOzrpiOx+J44svMpsQYuSZRbvmBKhfrDZfjMsWbEyWgU2Wjv5UoMy2lS1On2hgqxePtkI8k27g6H4+f7sQxeCyf2ibpMuz56Xh/TOUTpcVb4nHYE5/eJEmXazyMj5bisX5dz0AYb18fl22WpGJn4kvyf+oNw4/k4xLwu9enT//DI3F/m7bEx0GuPd7u1pE+NpcDlxNgpS1FDgYsNUoL/6DUNqHMNHBxspqDpf9lC6CuUpMuAAAAAIDsqHWrEQAADSer37YAAACsZlnNwbjiBQAAAAAAoE6qTryYWZeZvc/MHjKzwcrPoUqse5n6CADAsnKr/w+QQv4FAGhUWc3Bal3x8ilJw5JudvcN7r5B0ssrsU+nFjKz/WZ20MwOfmni8aXrLQAAQPZdVP4lPTMHK5fjh8EDAIDlVWviZbe7v9/dT5wLuPsJd3+/pEtSC7n7AXff5+77Xtt62VL1FQCAZVFehh+giovKvyrv+34OlsutbHUwAAAWKqs5WK2Jl8Nm9k4z23wuYGabzexdko7Ut2sAAAANifwLAIAMqVXV6E2SbpF027w//ickfVHST1xIAyO5uIlJi2+uKk90hPHDTembsY74ZBhvbW4L4y1qDuN3+XCyjcnybBjPNW8M42MWz6XdUxpItjHYuj6MnxzuDeMDxfhzpoqebGPi0S1hfOvh8fj9M3Ej16x7ONnG+NF4Pu/osZ4wfl++NYxv8PR6nMyVwviOXD6MD3r8rd/9uYlkG71qCuNHSnF/TxTj9f6n/FQYby7G41CSTnm8P/ZY3HYusamuzHUm23igNBLGT86OhfEthfjYfHHv3mQbdww8FMZf2HtVGN9WiPs7UEpfLp9aj2vzXWG82+MxcriQHm9Fj/fVoWJ8nPcMx20/3BqPW0naMhm3MZE4S58+E4+F5vb4XCVJk6Pxh/VZ3PYjifXbPtSdbOOxpriN7rvTx1pk08CDydfafnlBH3VRuCIFK2zR+ddymOi7Pfla67abluyz6t3GQj8HuBCpcXUxY301WsrjH5gvqzlY1Ste3H3Y3d/l7nvdvcfdeyQddPd3uvvQMvURAACgYZB/AQCQLVWveDGzLwThV5yLu/vr69IrAABWUPr6J6D+yL8AAI0qqzlYrVuNdkh6UNJHNLcNTNLzJX2gzv0CAABoVORfAABkSK2H6+6T9B1J75Y04u63Sppw99vc/bZ6dw4AgJVQtvr/AFWQfwEAGlJWc7CqV7y4e1nSB83s05X/P1lrGQAAAFw88i8AALLlgv6Iu/tRSW80s9dKOlPfLgEAsLKy+kR9rC3kXwCARpPVHGxB3564+5ckfWkhy9x4yfEwPjkalylu7ZoJ49uPpsvidpXj13bOxGVVWxSXdC21dCfb6E+UL758Or5W6Uw+Lln7VC5dQjheQuoox48YGvS47eO5eBtK0nA+LpHcMxsPheOJMrPbH03UspY0MBCXHb63EJe/7cvH6zeWS18HdlLTYfxMojT1xejy+E68Do/HQk8p7u9ViW04nJNeMhuXjT6di0uhr0tUIz6W2IbrPJ+8nzBVbvl+nQ7jI+W4LPbmRJlpKV02+s6BuBx5qjT1xkJcDlyShkrxNjyULDPdHcY7Evtbkk4kzpQnFG+Te1vicfhPs/3JNkotcTn5J8qnw3gu1x3GL386fQxY4nFl322N4/eUhsN4a6KvkjRo8Xl313B3GO9MvL/t6fgYl6S4MD2QXReTfy2HpSwZS/lZNIpqYz3rpaZX8ji/mD6t5Hqsxm2IxeGyVWCFpCZdllKthzgBiGX12xYAAIDVLKs5GP8uAwAAAAAAqBOueAEA4DzxzVcAAACop6zmYFWveDGzdWb222b2F2b2lvNe+3B9uwYAwMrIailDrA3kXwCARpXVHKzWrUYfk2SSPivpzWb2WbPvPyn0xtRCZrbfzA6a2cH/0d+3RF0FAABoCBeVf0nPzMHK5bP17icAALgAtW41uszd/03l98+b2bsl/aOZvb7aQu5+QNIBSTr6wldk9WohAEBGZfXBblgzLir/kp6ZgxWatpODAQDWlKzmYLUmXprNLOfuZUly9/ea2VFJX5eUriELAACAi0X+BQBAhtSaePmipFdI+vtzAXf/czM7KekPL6SBXD7+smV6Km66q2MyjLe3TyfbaB6N4502G8Z7e8bC+OWnNyTbKDbF/b1CcUngXDle73Fbl2xj53S8zPM2nArjl420hPFdU+mc7Dldg2F807UT8Wf1xXejdd3ck2yj+4mhMF78dimMj042xe/Ppec72/NtYfwGiwdDa8tM3Mb4+mQbG0pxf6+9tD+MT43FY+Sp/u4wfsllw8m2jz7ZGsYLHo+Rgsf76Ugh/WVnt+fD+LPy3WH8kXK8bYdK8diRpG2FzjD+4t69YfyOgYcW9H5J2lyIx3uqXw+Vz4Txa3LpY7Mlsa22qTmMb4+Hm65uSh83l5bi8VPOx+t3zUTcyPaO+PwmSe1dU2G81Ncbxrua43PidZPxuVWShvPxttrbG5/HOnrjc37bs+Oxs1y4TAArbNH5F35Q67abVroLQFWpMTrRd/sy96Q+UuuxHMfmxbSxkueMRj5fZTUHqzrx4u7vPD9mZh9397dKuqJuvQIAAGhQ5F8AAGRL1YkXM/vC+SFJLzezbkly95r3GgMAsNaUM/t9C9YC8i8AQKPKag5W61ajnZIekPQRzV31Y5L2SfpAnfsFAADQqMi/AADIkFrlpG+Q9B1J75Y04u63Sppw99vc/bZ6dw4AgJVQXoYfoAryLwBAQ8pqDlbrGS9lSR80s09X/v9krWUAAABw8ci/AADIlgv6I+7uRyW90cxeKykuCQIAQEZk8+5irDXkXwCARpPVHGxB3564+5ckfWkhyzzw+KYw/kSxGC9wqEeXz8RlUodycXe/1RyXmj5ciEu97j0dx3OS7otf0oMe5zsd+bgEbU8pHjLbZ13faYovcJptSpSsPRWXVS25hfFeTet4Pi7RPDoWr2D3UFwW2yxejzO3DanrVVvC1/K9cSnkjVviMrflvnTZ2K6uuNTs1lNxKe31W+L1SFRh1svaTuqbA5vD11o83k+pEulTk/H43LpuTPeP/WAZ4W8+uU3P7Y7Le4/m4n27eTYucb15thwezNtnpcPFuF+HC/H6tSXuQLwu16Xx6OK8nHSoNBIuM1A6G8Y3FtrDeLWy0alS0y9KLLM50cbpclxS+bulIbVafF66OheP0THF+6PJ48952VRB9zTH4+eK6bhEc1ch3n+XbzkZxiWp55r4s6wQ79vdw/GxeWq6K4wfLxT03FxcXny4FJe/zuUT573J+Lx35u5xdeytdTcs0BguJv/KkpUsQQusBo1aZlriOEd2rLrLVhc66bKUUpMuSyk16bKUUpMuSyk16bKkbSQmXZZSatJlKUWTLpKSky4XI3V0pCZdLkY46aL0pMtSSk26LKXUpMtSSk26LKXUpMtSSk26LKWVnnThGSzA6pCVf1gCWDgmXRpTVnMwvk4EAAAAAACokwV/HW5mm9y9vx6dAQBgNSjHd/sBK4b8CwDQCLKag1WdeDGz9eeHJN1lZtdLMncfqlvPAAAAGhD5FwAA2VLripdTkg6fF9su6buae+DwpdFCZrZf0n5J+vedN+i1rZctspsAACyfcmafqY814qLyL+mZOZjlu5TLxQ8aBwBgNcpqDlbrGS/vlPSwpNe7+x533yPpaOX35B99dz/g7vvcfR+TLgAAAAtyUfmX9MwcjEkXAABWh6pXvLj775nZJyV90MyOSHqPsltaGwAASfyhw8oi/wIANKqs/rGr+XBddz8q6Y1m9npJX5XUtpAGdqyLy47mznSG8a7iVBi3mfQu2OFxGdi84ifzTCUe2FOqUrxqtByXuX4qXwrjI7l8GH+4nC7D+mgiXmzqTi4TeTw3nXztiHeE8RsejGtpzyS24XP+94lkG1Nn42H1xIneMP50Id5/V55Kl/ftL8QXa42didfjzEQcP1Kl8vb6Urzu46fjhY6fibftmWL8Oe7pJ0e1lePxviEf79uzpXib75xJlxaesniZI4kx3ePxmL4635Vs44FEqemh0ngY31yIt+GLevcm2/hWotT0ixPLbC3E557+0tlkG09avO6PTZ0K480tO8P4faXhZBudLfHxkTrzPXkiLlNebIn7JEmzU/Fx8+hEvE3ubYnHz1Qpfr8kfacpPoeXE6XbW8vxeXfPsfT+uD75CpAdi82/8IMupjQ15WyxmqXGZ1bKsC/lMZv6LI5xLJcLLift7l+Q9HJJ2TiSAQBIKC/DTy1m9lEz6zez++fF1pvZV83s0cr/xzNwyAzyLwBAI1kNOVg91Kpq9IUg/IpzcXd/fV16BQDAClolD3b7M0n/TdLH58VukfQP7v4+M7ul8t/vWoG+oY7IvwAAjWqV5GBLrtatRjskPSjpI5q74t0kPV/SB+rcLwAAGpq7f93Mdp8XfoOkmyu//7mkW8XESxaRfwEAkCG1bjXaJ+k7kt4tacTdb5U04e63uftt9e4cAAArwZfh5yJtdvfjklT5/00X/1FYxci/AAANaRXnYItSq6pRWXNP1P905f9P1loGAADUZmb7Je2fFzrg7gdWqj9YPci/AADIlgv6Iz7vyfqvlXSmvl0CAGBlLceD1yqTLAudaDlpZlvd/biZbZXUX4euYZUg/wIANJqVevhtvV1wVSNJcvcvufuv16szAACgqi9Ielvl97dJ+usV7AuWCfkXAABrW90vW932kukwvu6hgTDefkl819X0qSpzX/dvDsNt+dkwvrl3NI6fWJ9sorNlQxh/3kTcxrr8ePxBxe5kG6knOL9oeiKMT5bzYbzU0pRs48qpeDteumUojI+OtITx5p70/nAvJV+LbJ2Nt2Fb80xymZ6Z5jDe2T0Zf1Z7PA6vGog/R5IuaR8L4+uvngrjze2nwvjGk+1hfMuL0ut37W0jYby9M257eKgtjJ+dKSbbuDzeJMo1xaeFwVw8Prs9HoeSdG2+K4wfKsXrN1SKx/rmQrwNJenFvXvD+B0DDy3o/RurtDFWjjdWdyHe7gMev3+6HI91SXo8nxhXifnxk/l43/b2p9ejuSUec2WzMN6kOH42DkuSuhJ/VlL30673uE+dHfGxvFxWwxP1zewTmnuQ7kYzOyrpPZLeJ+lTZvZzkp6W9MaV6yFQf63bblqVnwWsZtXG+kRftivTZ339GsFqyMHqgfuFAQBYhdz9JxMvvXJZOwIAAIBFWfDEi5ltcPfBenQGAIDVIJvftWAtI/8CADSCrOZgVZ/xYmbvM7ONld/3mdkTku40s8Nm9rJl6SEAAEADIf8CACBbaj1c97Xufu7BFb8r6U3ufrmkH5L0gdRCZrbfzA6a2cE/e/jYEnUVAIDlUV6GH6CKi8q/pGfmYOXy2Xr3EwCAJZXVHKzWxEvRzM7djtTq7ndLkrs/Iin5VFJ3P+Du+9x9309ftX2JugoAANAQLir/qrzn+zlYLpd+2DYAAFg+tZ7x8keSvmxm75P0FTP7A0mf09yD/e6pb9cAAFgZntk7jLFGkH8BABpSVnOwqhMv7v6HZna/pHdIurLy/isl/bWk37yQBmb64lKh/ce6w/i2ltNhvDSVvjjnjMWrUSrFNU+35uOd2WbpMshFj0u3duTi9dvYHV/ee+lwa7KNcqJE647tp8N4ogKsCkfSZbG39MSltDfcGG/fnrF4PZpecHWyjZbRuAzzc795JIxPj8Rtt25PH3St34u3e8/z06WNI3v/Pi5rLEkbLonXo+nZO8J4vjsuka57422Y39SdbLu9M95PbT3xehea4r7ayY5kGz4dD6BLE2Wmm4vxcXYscTxJ6VLT1+a7w/hD5TNh/HQ5LrUsSVsLnWF8oWWmX7IpPaZ7cvFxuyMfb99ryvEX0ruLcXl2SXruVLw/UpdDvnBzfxjvuT69P3Jd8Xq0fONEGO840hvGt7TE+0mSDk/G22Rvd/xM0O4tcQnxll0LO5aBLFmK/AsAIqlS02utDDPl4bHW1Kxq5O5fk/S1c/9tZh939z+pa68AAFhBPIMFK438CwDQiLKag1WdeDGzLwThV5hZtyS5++vr0SkAAIBGRf4FAEC21LriZYekByV9RHMltU3S81XjifoAAKxl5YzeX4w1g/wLANCQspqD1apqtE/SdyS9W9KIu98qacLdb3P32+rdOQAAgAZE/gUAQIbUerhuWdIHzezTlf8/WWsZAADWumx+14K1gvwLANCospqDXdAfcXc/KumNZvZaSelyFgAAAFgS5F8AAGTDgr49cfcvSfpSnfoCAMCqkNX7i7E2kX8BABpFVnOwul+2OnayKYz3TbXFCzwehwv5dGGpE8X4UTVjFsdzxzaE8VO59OZ4KDcVf1axNYxfPVgM40eaLdlGf64UxnuO9IbxDYW4T8dy8TaXpJHhnjDe+t3+MF5ojgd+YdvJZBvyeF/5bPz2ydF4W7UVZpJNFJvibWXN8WeVBsfjtqdbkm0kho98YjKMz/TF+2N0qD2Mrzt9Ntl2uRQ3XuyK90e+Nd64GzWWbGP6WFcYn0m0vXsmtT/ibS5Jhwtxfzs8buOa3Lowfqg8mmyjvxRvx42FeLu/ZNPVYfwb/YeSbVy/8bIwPpqfDuNb8xvD+EyVPyRt5fi1dsX7trU73h+FbfH5QpK8HB+bhaZ4nKTOurOJMSJJxxLn457THWF8dKw5jK9PHLOSFI9cAABwsVq33RTGJ/puX+aeXJhUv1LrAaw07hcGAOA86al+AAAA1EtWczAmXgAAOI9n9DJXAACA1SyrOVjVctJmts/MvmZmf2lmO83sq2Y2YmZ3m9n1y9VJAACARkH+BQBAtlSdeJH0YUm/o7kHut0h6U/cvUvSLZXXQma238wOmtnB/zl4dMk6CwDAcigvww9QxUXlX9Izc7ByOf0sMQAAVqOs5mC1Jl6K7v637v4JSe7un9HcL/8gKflUUnc/4O773H3fWzbsWMLuAgAAZN5F5V+V93w/B8vl4oeMAwCA5VXrGS+TZvYqzRWRcDP7UXf/vJm9TFJcVgYAgDUuq/cXY80g/wIANKSs5mC1Jl5+QdL7NXdFzg9L+gUz+5ikPkn7L6SBDS+NS4U+9864HHHbtkSZ4EK6DPO+b+XD+JnpuKzypVuHw/iG4bg0tCSdKMdlbndNxxcrbWuNL+/tn0kXQk2Vv263uExxczEuMzs1k95W5Vy8rUozcdvlUvxZpRNnkm2krqMaT5TYTrVRTbElXndrj0vW5ibisr/t7XFckpp3xIdHbkNckruwaSSMrx+Px0LhiiuSba8/9VgYL166PoyXh+JywPmOdEnu7bnTYXzoZPwNaaqEcD5xDEhS0ePj/0TizNPi8fi8OteZbONJi5cZK8f7ticXH+epktGS9E+n4jr3+zbG+/B7Fo+FTYm2JenJpnhb7UkM0dMn4s9q7Y/brmbqbLxDJhPnpGOzbcnPOpUoQX+oEK/fttm47amB9J+nS5OvAJmx6PwLAJYCZaaBpVF14sXd79HcH/xz/r2ZrXf3n6prrwAAWEE8gwUrifwLANCospqDVZ14MbMvBOFXnIu7++vr0isAAIAGRf4FAEC21LrVaKekByR9RJJLMknPl/SBOvcLAIAVU/Zs3l+MNYP8CwDQkLKag9WqanSDpO9IerekEXe/VdKEu9/m7rfVu3MAAAANiPwLAIAMqfWMl7KkD5rZpyv/f7LWMgAArHXZ/K4FawX5FwCgUWU1B7ugP+LuflTSG83stZKqlLMBAADAUiD/AgAgGxb07Ym7f0nSl+rUFwAAVoVyZr9vwVpE/gUAaBRZzcHqftnq7LGxMD51tjleoC8Ol2bSj6M5Ptsaxsfy8TKFE91h/Egu0SdJDzdNx200F8P48ExXGP92cSrZxpHy2TDe0bQ+jLeVWsL4weJkso2uxC5vP9EbxlPlvK4ZO51sI/U8pCfPrAvjw/m4T8/59kiyjSPj7WH8+ttPhvHTJ+Mx8t2z8baVpBu+NRTGe089GsaPH+oM40PjPWH82esfS7Z9/J54/XrPxH06O9CU+KR4fErSif64v4+pLYy3lePRMJW3ZBuHivEyJxQfB9sUH4NjKiXbeGzqVBjvLsTrsSPfEcZH8/ExLkn7Nl4Rxg8mxsLLNl0bxvtL8TEuST3FLWF8pjkfxvPD8Tmm84H4GJCkqbPxsfbgiY1h/M7W+GDu8PT5+C4/HcavLaSO/3j9ds7EcUn6F8lXAGDhJvpuT77Wuu2mZewJkG2p46naMbhUUm1k5RjnPLb6cb8wAADn8Yx+2wIAALCaZTUHq1XVCAAAAAAAABep6sSLmXWZ2fvM7CEzG6z8HKrEupepjwAALKvyMvwA1ZCDAQAaUVZzsFpXvHxK0rCkm919g7tvkPTySuzTqYXMbL+ZHTSzg3/2ZOKhLQAAAEhZdA5WTjw7DgAALK9az3jZ7e7vnx9w9xOS3m9mP5tayN0PSDogScP/5uZs3qQFAMisrD5RH2vKonOwQtN2BjIAYE3Jag5W64qXw2b2TjPbfC5gZpvN7F2SjtS3awAAAA2LHAwAgIyodcXLmyTdIum2yh9+l3RS0hck/cSFNNDyhheF8S2PPRnGrT0u++tT6VKvN95+NIxPj8XlSFu3xKVpL3kyVZJXWpcot7o+URZ3XWsct+m4BKwkbS7G7V89Efc3n5gNfKo1XUK4qLj0b7vHbZy1eBsOjcb7SZLyFvdrJFE2tiNRpri1Nb3Pt5biOcPWnfH7vTwRxq8cT1+GvfnZ42G8eGlcgnpLOVF+enI0jE8PSZ1v2Bu+tn3d42G8sHNr3KdH4xLCubb0Id55YjCMN9+XGG+5eD81t8wm2+hJlDy+tyUeP9tn4s9p8vSYbm6Jd/qAx+PnmnJcsnprPj7GJel7Fpc2T5WNvq3/gTD+is3PTrbxpMfjbavist/HivG+3TMUl5mXpOmpeJlZi88LHR7Hj1r62Cwn6snfV4634TW5eIzkiuly0sshq0/Ux5qy6BwMF4ZSq8DCVTtuFloeejWWmZayc25Ya6W0s5qDVZ14cfdhSe+q/MjMbpL0Akn3uXv8r0wAFyQ16QJg5fHwW6w0cjAAQCPKag5Wq6rRXfN+/3lJ/1VSh6T3mNktde4bAABAQyIHAwAgO2rdajT/+v5/J+lV7j5gZr8n6duS3le3ngEAsEI8ccsUsIzIwQAADSerOVitiZecmfVo7soYc/cBSXL3s2aWfrADAAAAFoMcDACAjKg18dIl6TuSTJKb2RZ3P2FmHZUYAACZk9VShlhTyMEAAA1nNeRgZvZqSR+SlJf0EXd/33mv/1tVnsEmaUzSL7j796p9Zq2H6+5OvFSW9GMX0GcAAAAsEDkYAADLz8zykv5I0g9JOirpbjP7grs/OO9tT0p6mbsPm9lrJB2Q9MJqn1vripeQu49XGgMAIHOy+kR9rH3kYACALFsFOdgLJD3m7k9Ikpl9UtIbJH1/4sXd75j3/m9L2lHrQy9q4mUhZg/eF8ePjYXxXEc+jE/3pW9nfuKBDWG8mC+F8dZTM2H84dHuZBuHmuMCULtnEoWhpprD8DebppJtpGqWHy22hPGheFPpwfJwso1rcuviz8rFQ6GvGF/N3DmVHjojFnfsgZZ4/WYS6z000ptso68QL/PSrxXD+JCawvi9zemrtW/8RrzMrgdH4j4NbQrj44q3x77cQ8m2nzwUj+kN3fG+fXow3lbt+fRxM1yK1+/ulri/zR5vq574UJYkPdwaH4P/NNsfxq9u6gnjXYltKEn3leJtMl2O13134nhKjUNJ2pRrDeP9pbNh/BWbnx3G//FkfD6UpJs2XRPGv5mP+3VZoT2Mbzwdb0NJmrR4H36nJf4Td/fsQBhfl4vPb5J0ajbeJjc2bQnjPR6fQy+fWgV/dgFggSb6bg/jrdtuWuaeALGlGqOpz1lK1fq0HO2v5PG8lOvH+ecHmdl+SfvnhQ64+4HK79slHZn32lFVv5rl5yT9ba026z7xAgDAWpOaCAcAAED9LEcOVplkOZB4OfqmMuyUmb1ccxMvL6nVJhMvAAAAAAAAc1e47Jz33zsk9Z3/JjN7jqSPSHqNuw/W+tDEfTLf/7B1ZvbbZvYXZvaW81778AV1GwCANaYsr/sPUA05GACgEa2CHOxuSVeY2R4za5L0ZklfmP8GM7tE0uck/ZS7P3Ih61V14kXSxzR3qc1nJb3ZzD5rZudu7r8xtZCZ7Tezg2Z28GP3P30h/QAAAMA/W3QOVi7Hz1wCAAAxd5+V9EuS/k7SIUmfcvcHzOwdZvaOytv+k6QNkj5sZveY2cFan1vrVqPL3P3fVH7/vJm9W9I/mtnra3T2+/dMjf7K6/haDwCwprjzpwsrbtE5WKFpOwMZALCmrIYczN2/LOnL58X+eN7vPy/p5xfymbUmXprNLOfu5UoD7zWzo5K+LqljIQ0BAADggpGDAQCQEbUmXr4o6RWS/v5cwN3/3MxOSvrDC2rgVa+I4wMn4gXa41yiePwHnmfzfVdtim+rynXEpYWtNS6ju+7ORJ8kXXK0M4z3bo9r6c5MxuVvy4NxyWFJyiXuN7u6eCaM9022hfHh1rhktCRdPRP3a7eNh/GJUtzGTPiw5zkj+fgOtgHFpbQv83Rp2pSNpbj99mJcKlyJ8NXT6bZ3do2G8fWXTITx5ta4fLHl4v06OVLQhtfEZaMvK5wM47l4d2jinsSY7on7KklxcV9pvC8eoxO5eJtfrnjsSNKWyXj7llrWh/FLS/Ep6YrpdFnszpa4lPbj+Xi8PXcqXo+2cnp2/cmmeD16ivFWfNLjbZIqGS1Jt/c/GMZftunaMP5PNh3GW5vjMSVJ8RlRGlVc9rsnH5fR7puJz0mSdHkx3reWOGekjuVuTxy0y4Ri1lgFFp2DYflRthWr3VKN0ZUe66n2s15muhFkNQerOvHi7u+c/99m9hJJL5B0v7tfUc+OAVmXmnQBAIAcDACA7KhV1eiueb+/XdJ/k9Qp6T1mdkud+wYAwIrwZfgfUA05GACgEWU1B6tV1Wj+len7Jf2Qu/+GpFdJ+rd16xUAAEBjIwcDACAjaj3jJWdmPZqboDF3H5Akdz9rZumHLgAAsIaVuSIFK48cDADQcLKag9WaeOmS9B1JJsnNbIu7nzCzjkoMAAAAS48cDACAjKj1cN3diZfKkn5syXsDAMAq4J7Nb1uwdpCDAQAaUVZzsFpXvITcfVzSk0vcFwAAVoWsXuaKtY8cDACQZVnNwS5q4mUh/PAT8QtjZ+N411QYLh/uS7Yx/mS8c9p2TYdxm4xvjR460Z5s4+xMMYz3Jt4/OR6/fySfbEI7Z+Kq5S3NcX9npuJnI3d4+grkXbPxNunqmow/a7Q1jG9rTew/SaNT68J4LnFl9BmL17u/mD7ohjQTxkulzjDeltjuxwrpNqbG1ofxaw7F+3a2FO+PUmJ/tB08mWz7yfvjtmfKcRt3F+P9tPFEV7KNdeVSGL+zJd4mg4rHyGipLdnGROIM80T5dBgv5zvCeFchfapK7cHmxLPD49EmtSv9yIQ98WGjmeZ4YG1VPA6/mU+Pt5dtujaM39b/QBh/xeZnh/GjFp9DJWm94rF7pBwfz2fL8YpfXozHpyTtspYwfv1UfBzstPEwfskVw8k2AADAxZnouz2Mt267aZl7Uh+p9Uit90pbqn5lZf9lWd0nXgAAWGso9wwAALD8spqD1Son/QPMbFM9OgIAAIA0cjAAANamqle8mNn515ObpLvM7HrNlTYcqlvPAABYIeWMPtgNawc5GACgEWU1B6t1q9EpSYfPi22X9F3NPVrh0mghM9svab8k/eGbb9bPviR+dgEAAABCi87BLN+lXC79/DoAALA8at1q9E5JD0t6vbvvcfc9ko5Wfg//4EuSux9w933uvo9JFwDAWuPL8APUsOgcjEkXAMBak9UcrOoVL+7+e2b2SUkfNLMjkt4j8kUAAJaFmT0laVRSSdKsu+9b2R5huZCDAQCQHTWrGrn7UUlvNLMfkfRVSenasYHci14VvzCVKEfcFJfFtfUbkm10rTsUL7OhJ15gJi5FvGPs0WQbmwZHw3jLrricbNPTY2F874Ppb596muMysG3r4njHSFwOuM3jkrHVTEzGy/QX4hKwM9NxyWhJurc5zgsfmBkM4y8qxs8KnKmSX+725jDeFW8SlRIVtnfNpEtvX664zG1nR1xWeXY2HgvtiRLpE6cK6nlZXD55Tzm+dd8TtZCn74234a4tp+MFJDW1xRur9OSWMD5r8Ta/rmcg2cbpM/HxnMt1h/FrJuJj8/ItVUpvn4iP85P5eEy/cHN/GG/tjtuWpNMn4vXID8fluo8V41PrZYX08f9PFpduTpWN/seT94XxF/ZelWyjaKmS5/GxtqUQj89jpfh8KElX5eNtNZiPj7V1M01h/OxQHF8u5dX179uXu/uple4Elt9iczDgnKyXEMaFa9R9vhxlpldryeq1ZpXlYEvmgstJu/sXzey0pJeZ2avc/X/Xr1tA9qUmXQAAmI8cDACAta3qM17M7K55v79d0n+VlJf0HjO7pc59AwBgRZTldf+5QC7pf5vZdyoPTUWDIAcDADSiVZSDLalaD9edf63+fkmvcvffkPQqSf+2br0CACDjzGy/mR2c9xNNrPwLd3+epNdI+kUze+kydxMrhxwMAICMqHWrUc7MejQ3QWPuPiBJ7n7WzGbr3jsAAFaAJ557s8RtHJB0oMZ7+ir/329m/0vSCyR9ve6dw2pADgYAaDjLkYOthFpXvHRJ+o6kg5LWm9kWSTKzDknpp5ICAIBFMbN2M+s897vmrnS4f2V7hWVEDgYAQEbUKie9O/FSWdKPLXlvAABYBVbJE/U3S/pfZibN/b3+n+7+lZXtEpYLORgAoBGtkhxsyV1wVaP53H1c0pNL3BcAAFDh7k9Ieu5K9wOrCzkYAABrz0VNvCxEbstlC3q/NbWG8dL4aLqNifH4he274/hk/P7iycFkG8Vd8e3UuT074njX02H80uHhZBvr9kzHbW9tC+N7puLPyvd3Jdu4+pr+MF6Im9Dod5rCeGdT3FdJGil1hvGTxZ4wvqeUD+OH8ulb2FsSV1mPJW6eW1+KZ067y+k28sVy8rVIR89kGG/dVArj1haPdUkqdJ8J49On4j5NKt6G5VL6bsLmdfE+7PaZMH7W49NF+/r0WGhuj7fv5U/H6769YyyM91yT3k/FllNhvLe/Pf6s6+OxUNjWm2yjtX8kjHc+cDKM7xlqCeMbT8fHgCS1Nm8I40dtKoy/sPeqMH7nwMPJNlLLbMrH2+rZikuezxbSpdBvmojHw5aus2G8Z1t8Pm67Lj6PLBfP6LctABpT67abVroLwKp0McfGRN/tdejJMzXyMZvVHKzWM14AAAAAAABwkRZ8xYuZbXD39KUhAACscVl9oj7WNnIwAEDWZTUHq3rFi5m9z8w2Vn7fZ2ZPSLrTzA7//9u78yi5zvLO49+nelO3elHLsixbErLxEoNDsE1jyAyOiQFjhgyQhUnCnJmBE0cJS8LJzATMic8wzJmATTIEA2EmCuAEOBMmQIaYhCXsYTHYsmUbyzbGuxZaUmuz1N1qqbue+aOuhnb381Z1VVdVV936fTj3uPTe+9Zz36p7qx/eunUfM7uqKXsoIiIi0mGUg4mIiORHpZ8avdLdT99A4U+AX3f3C4CXAf8j1cnMtprZdjPb/pFPfrpOuyoiItIcRbzhi0gFy87BisX43koiIiKtKq85WKWfGvWYWbe7zwL97n4HgLs/ZGZ9qU7uvg3YBnBy705llyIi0lbyepmrtJVl52DdvRt1IIuISFvJaw5W6YqXPwe+YGZXA18ys/eb2S+Y2buAuxu+dyIiIiKdSTmYiIhITpS94sXdP2hmPwTeCFyUbX8R8Dngvy8lgB9PlE/uikP7ZFy21Y8eSMeYii+ltUNx6WQ/FN+Xbm48jl1WYU/YfOKBuPz1oYNrkk9lhXh2r2dfXKb4of1nhe17etJv6/DDcfy5YjwH972++Eu1wWLyyza+XYhLAj8yE7/ufX1nh+3jxelkjMFCXGp2risex0/iastsme1JxijEVZU5fjDu03Mofv/OOREfV089eZC1l8d9Zo/EZaM9UeG6K3HJ3KqhxCCAVCXtVGnqNRY/V89Quuz2iWPxsWiJ/V09EpdOtu70HPHsTLyub1W8v4WRuJS1F6srHw4wMxmP7+RM3H7C4jLoAKkjcW1iTY/F406VjIZ0qenL110Qtm/ujevMT5N+rfZ0xZ8NxaOJEvBTccn6zRxJxmhGoWn9FEhWWj1yMOkstZS4TZWsTT1XJ5e4FZHmyGsOVrGqkbt/E/gmgJldCVwBPO7u6f9HJyIVpSZdREREQDmYiIhIXlSqanT7vMfXAR8ABoF3mtn1Dd43ERGRFeFN+J9IOcrBRESkE+U1B6t0j5f517j/DnCNu78LuAb4tw3bKxEREZHOphxMREQkJyr91KhgZqOUJmjM3Q8AuPukmSXuECEiItLeijm9o760FeVgIiLScfKag1WaeBkB7gQMcDPb4O7jZjaYtYmIiIhI/SkHExERyYlKVY3OTawqAr9c970RERFpAboHi6w05WAiItKJ8pqDVaxqFHH3KeCxOu+LiIiIiJShHExERKT91DTxUo3i7V+MV1jivr5eDJvndj6YjHHqoYNhe/fGwXifDk+H7bu+25+M4R5f1Tu6/ljY/uST68L2u7rTMZ65J143kvgp972r4rdvt6WrTA7PxK9JT+K3dPt74thryhw6qy1ed6IY79dDs0fC9qNz8fsEMNUd79e5XfH4ThAfV/t6upIxDnX1hu1r5+Lti4kLvw/t6wnbL9keH7cA4xPx8VOw+H26ty+O0fVo/DwA3Ynn+l5//JqMFhPv+Y4zkzH2Wl/Yfld/HHtub/xc5x4+nozx4+mhsL1o8Ruy6jvjYXt3bzrGzGQ89vvH49d3NhH7zlXxcQhwjPjA2lWcDNvnEufs+q7VyRiXr7sgbL9r4uG4Q+LwObs7fs0B7u+Nj8Xumbh9+lTieJtIn/9nJdfUT15/Xywi+dV/zpXJddN7v11Ve7XPUym+SDuq9vxYydh5Ov/ymoNVqmokIiIiIiIiIiI1avgVLyIiIu0mr78vFhEREWllec3Byl7xYmZjZvYNM/ukmW02s6+Y2VEzu8PMLmvWToqIiIh0EuVgIiIi+VHpp0YfBt4L/CPwPeAv3H0EuD5bFzKzrWa23cy2f/TrO+q2syIiIs1QdG/4IlLBsnOwYuIeUSIiIq0qrzlYpYmXHnf/orv/DeDu/hlKD74GrEp1cvdt7j7m7mO/dbW+lBERERGp0rJzsEIhfbNtERERaZ5K93g5YWbXACOAm9lr3P1zZnYVJEpwiIiItLm8/r5Y2opyMBER6Th5zcEqTby8EbgJKAIvB95oZrcAe4GtSwkwd8/9YbvPJEoeF+IyrCd2PpWMMf7wcNg++PCJsP3Uybis6QPTI8kYT3XF+7Xx8fjbpF098Ut7Z1e6ROp4f1x6d9Nc/MXWY3YybH9w9nAyxtre9WH7umJ88dM0cdnmnjLnw9nEZZg3946G7ceL8TjO7z0jGeOp4kwc2+PYE4mS3Hs9/X48w+LnSo39QKIy9UyiZPWuI+t5UdfRcN24x8fCSDHOtQuJM/lYorQ3wPFC/J7vJj5vZgrxefNQV/KLVx7qicsn3z0XH6MjffF7PnEyfW7euyp+b3uJz9nBXXHJ6nShZzhh8Wv1g0RZ7MFE+fk7Zg8kY4x2xeXkJxPnx4buuHT6c4jbATb3DsQrEmWjU2Wmr1z/7GSMe4iP6aHE+b+6GJ8fwxPpktXnJ9eI5MqyczBpvlQJ2DyVeq0XvVYro1Nf92aUhq7lNazXfqnUe+srO/Hi7ndT+mMPgJl9BngS+KG7f7exuyaSb6lJFxFZeboHi6w05WAiItKJ8pqDVapqdPu8x78NfAAYBN5pZtc3eN9EREREOpJyMBERkfyo9FOj+b8t2Apc4+4HzOxPge8DNzZsz0RERFZIXn9fLG1FOZiIiHScvOZglSZeCmY2SunKGHP3AwDuPmmWuGmGiIiIiCyXcjAREZGcqDTxMgLcCRilO+pvcPdxMxvM2kRERHLHvdztlkWaQjmYiIh0nLzmYJVurntuYlUR+OW6742IiEgLKOb0MldpH8rBRESkE+U1B6t0xUvI3aeAx+q8LyIiIiJShnIwERGR9lPTxEs1uq5K1A0/ejhuL8SFllZv3JWM8YxzngjbrTt+Lp89FbaP3b0/GePgwdVh++DIybD9jMm+sP3UXPw8UPoKK7LhVLxm0nrD9n1d/ckYMxbPIBYSVy3PJmYcH+5OXwJ2gPg1OVI8EbZf0D0atl9IehyrCoNh+6Un4p+97+rpCdsvtrgd4IV+PGwfGp4J2yeOxO/tcH+8/Zar49cDYP2Pj4XtvWfE78eZO4bj57kofh6AU9NdcYzdG8L2keJc2H7u2olkjI2H1oTt/avWhu2p929973QyxszcUNg+mbgQf8Oqp8L22bl0kbc9swNh+6DHfXZbfA4MF+LPBYC9p+L9uqAnfq32zMXv7Wx3fG4ATCc+Zc7ujl/DK9c/O2z/9v77kzGuWn9J2H5nV7y/mxKfV6t8VTJG4q9KXXlOSxmKiMzXf04zPlFbL3Yn0+veeab3fjtsb9VjIa85WNly0iIiIiIiIiIiUruGX/EiIiLSbvL6+2IRERGRVpbXHKzsFS9mNmJmN5rZg2Z2MFseyNrWNGkfRURERDqKcjAREZH8qPRTo78FDgMvdvcz3P0M4Beztk+nOpnZVjPbbmbbP/ql2+q3tyIiIk3g7g1fRCpYdg5WLE42aVdFRETqI685WKWJl3Pd/SZ3Hz/d4O7j7n4T8IxUJ3ff5u5j7j72W9f+fL32VURERKRTLDsHKxTSN/QXERGR5ql0j5cnzOxtwF+7+z4AMzsLeD2QLjMkIiLSxoq6IkVWnnIwERHpOHnNwSpNvPw6cD3wreyPvQP7gFuBf7OUAMXtd8Tt+4+E7T4Xlzudm4hL8gLs3xmXIz05Ew/PEiWVn5xMl2F9pDd+rt6pePtUZdodXelxTCTKLZ+3Kv7GapK4LPYDU+NhO8Ch3rjs8InudWH7bKL87EiijC7ACHEZ2IGe9WH7FHGZ4mecStQDBqYS4df2xK/hwWL8Gu7vSceYPZUoR16M+xwiLk19dCo+dnb9w2qe/3M/CdcdGY/3d11/fNl4T0/8Gh7+yQAjZ8almI8ejM+b44V4fCOJCuKPH1rDSFdcPvnhxHlz0OKy0Ye74hLXh+fS5+advfE5NZL4eHviRPxce3rSx/REX/yZcbsfCdtTfzAmZtOX/afKRm+x+Hz6mUQZ5iun4/cCYE9XXM76/t742L2Ho2F7qmQ0wLf276yqz3QhPhZ6uuPPKpEOsuwcTJYmVWoV6ldutRkxymnVsrEitSp3TtXLSp6bzRhfu5WZbneVfmp0EfBud78Y2Ah8CHgkWxf/Pz0RWZLUpEs9pSZd6hojMeki0s68Cf8TqUA5mIiIdJy85mCVJl4+Bpz+ivb9wBBwIzAF3NK43RIRERHpaMrBREREcqLST40K7n76OvAxd788e/wdM7u7cbslIiKyclR1SFqAcjAREek4ec3BKl3xcp+ZvSF7fI+ZjQGY2UWQuMGIiIiIiCyXcjAREZGcqHTFy3XAzWZ2AzAB3GZmuyjdTf+6Ru+ciIjISijqHiyy8pSDiYhIx8lrDlZ24sXdjwKvN7Mh4JnZ9rtPlzUUERERkfpTDiYiIpIfla54AcDdjwH3NHhfREREWkJef18s7Uc5mIiIdJK85mBLmnhZjsLVL4/bx5+MO5yKf7bcMz0ZtgNs3PJw2D53IO5jvfGtbc568lgyxqYfD4fts3Pxc3V3FcP2DSeGkjF+1NcXtp+d+CV3IfX2DWxJxjjkcenfszx+rtUWj2/K0ifE+jkL2zcVesL2kbm4/Xm9R5MxLBF/4/OOh+3D950I2y88tioZ48KXxMdDYag3bB/aEX8J2TccV/0c+KVLkrH7n4xLTRfOvzBs3/Tgo2F718bzkjGG9hwI2we/GY9j9ZnxsdO7If0xsuaOuJz1lsNrwvaLz5wI2wuJ8wmgeOCssD11hF685mDYPnpkMBnjge743LykO/5c+GExPnZf2LshGcOIz5vLZuL2g11x+4aR9Gdl8Wjcp3smPgeHekfD9ju70p+VV62Pj+tv7d8Ztl+27vywfa7Mey4iUk/951zZ8Oea3vvtusUQkerPtXqe582wkp8l+rxqjIZPvIiIiLSbYk6/bRERERFpZXnNwSpVNRIRERERERERkRqVnXgxs2Eze4+ZfcLMXrdg3Ycbu2siIiIrw90bvoiUoxxMREQ6UV5zsEpXvNwCGPBZ4DfM7LNmdvpmBy9MdTKzrWa23cy2f/TWb9ZnT0VERJqkiDd8Ealg2TlYsZi+55OIiEgrymsOVukeL+e7+69mjz9nZn8EfN3MXlWuk7tvA7YBTP/zXym7FBEREanOsnOw7t6NysFERERaQKWJlz4zK7h7EcDd/9jMdgP/DKRLgIiIiLQx/RRIWoByMBER6Th5zcEqTbx8Hrga+OrpBnf/azPbB3xwyVEO74/bjz21uG1VP75vfFGzDQ9R3BeXmgUoHovLBZ/aP7uorXdTL9OPLK7RXOiBqYNxWVWAqZOL1/V2zbHn1MCi9i1dx9k1HeRFBke70r/wOmiLSw+fTRf39yxu/9lTXTzeHR+Ykx6XMAZ4aGZxGeHn9Q2xg8WlmC9kgL0sLiO8iT72Be0A6+njRFy1loFEhdjjdbzNs88mXpPJuCTw1Gz6PZ87vvj4KQz1MrsvKpNc4ND46kWtZw8/xbHxxSWoB4Di3rh0M4Afi0sxp0quWyHxovfG5a8BmE0fJ5HuNXGMwur0a5gyZItfW4DBMxefy1OHeukdSO9rf3HxgTVVKLBpbibcfs2Gxa/tviODDHQnarfTxznBa/VoN4x6V9jj2YWRRW0nKSZLt++3OZ49G61zNtvi/T3IAOedil/D0XOmwva9RwcZ7ll83h6Y62EweA2hi9VRcwE2WX8Y4xDT9CdKx6dKR++YeGRR28vO+jl2nTwcbi/SIeqTg0nT1VKKNerTbuVvRVpF3s+daHwqAd36Kk28fBZ4EMDM+oF3AJcB9wNjS4pQzaQLhJMuQN0mXYBw0gWqn3QBwkkXIJ50ofpJFyCcdAHqNukChJMuQDjpAiQnXYBcT7oAiUkXwkkXIJx0AU26RKJJF6DqSRegqkkXoMykC+GkC1Q36QIkJ12AxKQL4aQLUPWkCxBOugCJSRfiSRfSky5AXSZdgBWfdMlrKUNpK8vPwaTp6jXpIiK16cRJl7zJaw5W6f/yfgw4fWe2m4Fh4CZgitJN30RERESk/pSDiYiI5ESlK14K7n76a9Uxd788e/wdM7u7cbslIiKyclxVh2TlKQcTEZGOk9ccrNIVL/eZ2Ruyx/eY2RiAmV0EpK/LFxEREZHlUA4mIiKSE5WueLkOuNnMbgAmgNvMbBewK1snIiKSO3n9fbG0FeVgIiLScfKag5WdeHH3o8DrzWwIeGa2/W53T98VVERERESWRTmYiIhIflS64gUAdz8G3NPgfREREWkJntNvW6T9KAcTEZFOktccbEkTL8thmy8O2707LnNrA3FJ3kSx3NK67rikK+yJY8/GNVL7TiZqpwIQl7/u3h+XjR7oi39+fcZ0XNYYYHIuLk2dsiFROnlVb/p5pvrWhe1bEuVh1xfj13bK0ifEz5yMS+8OeVz+tph4dze+MH7NAaw77tM7dm7YvvnE42H7zJHUsQN9Y1viFYnSzeckYnSvi0+zrkvicwPAE+XW7VmXxc81Oho/0dmJMQBd/fF7vnZmZ7z9M+PnssH4nAVYf+D+sH3gybis8cBzhsL2VMl4gPP2TIbtQ4Nxn1Vb4vd87cF0GeaZA4lSz6fi5yr0xO0XzKQ/Y9Z4/JnxjAvjssqTh+LP0IFL49cQYDNHwvbRibhk9fBE/FyrfFUyRk/3cNg+1xWP/eLRzWH7g4d3JWOIiLSqVKnXciWjO6E8rIg0VrnPEZWsbw0Nn3gRERFpN3m9o76IiIhIK8trDlapqtEiZra+ETsiIiIiImnKwURERNpT2StezGztwibgdjO7DDB3P9SwPRMREVkhef19sbQP5WAiItKJ8pqDVbriZQK4c96yHdgI3JU9DpnZVjPbbmbbP/p3X67XvoqIiHQMM7vWzH5kZg+b2fUrvT/SdMvOwYrF+B5YIiIiklYpB7OSD2Tr7zWzyys9Z6V7vLwNeCnwh+7+wyzIY+5+XrlO7r4N2AZw4q5b8zllJSIiubXS37aYWRfw58DLgN3AHWZ2q7vHd6yWPFp2Dtbdu1E5mIiItJU2ycFeAVyYLS8A/mf236SyV7y4+58C1wH/xczeZ2ZDkNO73YiIiLSOK4CH3f1Rdz8JfAp49QrvkzSRcjAREZEVsZQc7NXAx73k+8AaMzu73JNWvLmuu+9299cC3wC+AlRX81hERKTNeBOWCjYC82tq787apIMoBxMRkU7TJjlY9XmauycXSpfLDGePB4D3Al8FbgJGyvVNPN/WRvdRDMVQDMVYiRituE+dHKMdFmArpXt1nF62zlv3WuAj8/7974APrvQ+a2nq8aEcLKf7pBiKoRiKkecY7bAsNwcD/hF40bx/fw14XtmYFXZoJ9CdPd4G/BnwIuCdwN/VMMDtje6jGIqhGIqxEjFacZ86OUa7L8DPA1+e9+93AO9Y6f3S0tRjQDlYTvdJMRRDMRQjzzHafVlKDgb8BfCb8/79I+Dscs9b6ea6BXefzR6Pufvpu/V+x8zurtBXREREanMHcKGZnQfsAX4DeN3K7pI0mXIwERGR5ltKDnYr8BYz+xSlK1SPuvtPyj1ppXu83Gdmb8ge32NmYwBmdhFwqsoBiIiIyBJk/4f7LcCXgQeAv3X3nSu7V9JkysFERESaLJWDmdnvmtnvZpt9AXgUeBj4S+BNlZ630hUv1wE3m9kNwARwm5ntonQjmetqGMe2JvRRDMVQDMVYiRituE+dHKPtufsXKP1hl86kHGxltlcMxVAMxVCM5fdpa1EO5u7/a95jB95czXNa9puk8huVShg+k9JEzW5331dNEBERERGpnnIwERGR9rekiRcREREREREREalepXu8iIiIiIiIiIhIjTTxIiIiIiIiIiLSIA2deDGzi83s7Wb2ATO7OXv8rCX0eYmZDS5ov3aJMT9eYf0LzGw4e9xvZu8ys8+b2U1mNhJs32tm/97MXpr9+3Vm9iEze7OZ9Sxln6SxzGx9lduf0ah9aaZqx531afuxd+q4QWNf6X0QaSfV5mCtln9l2ykHa3HKwarq0/Zj79Rxg451Wb6GTbyY2duBTwEG3E6pHrYBf2Nm1yf6/D7w98DvUSqj+Op5q98dbH/rguXzwK+c/ndi1z4GTGWPbwZGgJuytluC7W8BXgm81cw+AbwW+AHwfOAjyRdgBaz0B4KZjZjZjWb2oJkdzJYHsrY1wfbDZvYeM/uEmb1uwboPJ2KsXbCcAdxuZqNmtjbY/kYzW5c9HjOzR4EfmNkTZnZVIsaYmX3DzD5pZpvN7CtmdtTM7jCzy5Y77lrGXu24axm7xr20cWvsrXeei8jTWZU5mLVm/gXKwap5vpb7bK72b9K87ZSLaNxtlYN18rEuVXD3hizAQ0BP0N4L/DjR54fAYPb4XGA78Nbs3zuC7e8CPgm8GLgq++9PssdXJWI8ML//gnV3B9vfm/23G9gHdGX/ttPrgj4jwI3Ag8DBbHkga1sTbD8MvAf4BPC6Bes+nIixdsFyBvA4MAqsDba/EViXPR7jp3XHnyjzWo0B38he483AV4CjlBK4y4Ltvwy8Hdgwr21D1vaVYPvPZvv1GuDW7N990Xszr08ReGzBcir776PRMTXv8TeA52ePLwK2J2LcDrwC+E1KZTt/LWt/CXDbcsddy9irHXctY9e4lzZujb31znMtWrQ8faHKHIwWzL+yduVgysGUi2jcLT/2asedp/dcy9KXxj1x6Q/elqB9C/CjRJ/7F/x7EPgS8D7iSZEC8AeU/hhdmrWVPSiATwNvyB7fAoxljy8C7gi2v49SojIKHCP7gwqsYl4SsaBPp/7xC9/X1LqF7ynwR8B3KSUwqXH/5+yYeM68tscqHIfd2ePvp16TBe075j1+MrWu1nHXMvZqx13L2DXupY1bY2+981yLFi1PX6gyB6MF869snXIw5WDhulrHXcvYqx13LWPXuNs7B+vkY13L0pfGPTFcS2k2/4vAtmz5UtZ2baLP18n+gM9r6wY+DsyVibWJ0h/0Dy08cINtR4C/Ah6hdLnqKUrfPHwLeG6w/R9k658Afh/4GvCXlL4demciRqf+8fsn4G3AWfPazqKU7Hw12P4BoLCg7T8AO4EnlvB+vw8YokyyR+my6X8Crgb+K/B+4BeAdwGfSPS5DbiG0iXNTwCvydqvIp6tr2rctY69mnHXMnaNe2nj1thb7zzXokXL0xeqzMFowfwr66MczJWDZe3KRTTulh17Jx/rWpa+NPbJS9+IvBD4VeDXssddZbbfxLxvKBas+5dLiPdK4N1L3Lch4LnA8+YfwIltzwHOyR6vycZyRZntO/WP3yil32s/CBwGDmVju4n40tv3Ai8N2q8l8XO0Bdv9a+D7wHiF7V4M/B9gB6Vk7QvAVoLLsLPtn0vpG7MvAhdT+i36kez9+BfLHfdyx77UcVc79sS4D2fjXnT+BeM+nI37vQ0a96uqGPcvBuP+ncS4L61m3Dl7zxs+9uWMu9qxa9Gi5acLVeRgtGj+lW2vHEw52BGUg1Uat3KwFX7PazjWqxp7q45by9KXFd+BPC4LToxDC06M0WD7lf7j153Yvqo/flmfi4GXkv1WfP5Yymz/kmD7V5QZx//vA/QDP1tjjHD7bN2zqukDXMFPLx2+BPhPwL+q8H7M7/Ns4D+W67Ng++cAN1QZo+J+AS+odhwL+ocJZIU+H69i237g042MUcs4gCuz1+qaKvq8KHvPl9Qni3FDlTGq2q+lbJ8dIyPZ4wHgvwH/QOnzbaTC9v3Z9p9PbT+vz/C8GO8FvlqujxYtWrS4KwdDOZhysOrOF+VgS4+x5Bysxn0q24cq86+gT8UcDOVfDV0se2GlSczsDe5+S723N7N+4Hx3v69RMSr1sVJVhDdTSnAupXRjvr/P1t3l7pcv2P73gLcsdfsaY1S1/bw+b6KUtC0lxjsp/Q67m9Lv3a+gdOn0S4Evu/sfBzEW9nkB8M1UnzrFKNunhu2jyhVXU7pkHXd/VbBPC/sYpW9Gwj51ilG2T40xbnf3K7LH11E6xj5H6dvJz7v7jRX6/HbW5/+m+gTbv6nKGBX3q8YYOyn9LGDWzLYBk5TuifCSrP1XKmw/BXwmtX0tMURElkI52NO2Vw6mHEw5WJ3yozrtU6UYVedG1eZgyr8arBGzOVrSCxV+A73c7VcyBtVXRahq+xaP0UVpZvgpfjpT3E+66kJVfVoxBrVVtdhRTZ8aY1TVp9p9WngcUKowcWb2eDVL+71+xT4tHKPaynC1VDKpuo8WLVq0VFpQDlbz9i0eo6Xyo2bEQDnY6cctkR81aZ8ank/VEkPL0pdupO7M7N7UKkq/M17W9q0ag9Jvx48DuPvjZvZi4DNmtiXrs9ztWzXGrLvPAVNm9oi7P5X1nTazYiJGtX1aMcYY8FZKNyL8Q3e/28ym3f1bif2B0m/6q+lTS4xq+1S7TwAFMxuldA8Fc/cDAO4+aWazderTqjHmf6N7j5mNuft2M7uI0s0yl7t9rX1ERFoyP1IOphxMOVjuc7Bm7FMz8inlXw2kiZfGOAt4OaUbH81nwPfqsH2rxhg3s0vd/W4Adz9uZr8EfIzS72GXu32rxjhpZgPuPkXpDwgAZjZCqeRkpNo+LRfD3YvAn5nZp7P/7qPCZ0q1fVo1BqXqHHdSOhfczDa4+7iZDZJOJqvt06oxrgNuNrMbgAngNjPbRanc6XV12L7WPiIi0Jr5kXKwxsVoufyoGTFaNT/q4BysGfvUjHxK+VcjeQtcdpO3Bfgo8KLEuv+93O1bOEZVVRGq3b6FY/Qltl3HvFKTy+nTqjEWbLfkqha19mnVGPP6DgDnNbJPq8Sg+sokVW1fax8tWrR09tKi+ZFysMbFaMn8SDlY82LM69sS+VGj96kZ+ZTyr8YsurmuiIiIiIiIiEiDFFZ6B0RERERERERE8koTLyIiIiIiIiIiDaKJFxERERERERGRBtHEi4iIiIiIiIhIg2jiRURERERERESkQf4fANEd+feBbY0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(20, 9))\n",
    "sns.heatmap(ele['dist'], ax=ax[0])\n",
    "sns.heatmap(ele['dist'] < 8, ax=ax[1])\n",
    "ax[0].set_title('Distance Map')\n",
    "ax[1].set_title('Contact Map')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ESM-1b unsupervised self-attention map contact predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, this matches the `Quickstart` code in the README.\n",
    "\n",
    "The contact prediction comes from a sparse linear combination of the self-attention maps, trained with logistic regression on a few proteins, as described in our paper \"Transformer protein language models are unsupervised structure learners\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, alphabet = esm.pretrained.esm1b_t33_650M_UR50S()\n",
    "batch_converter = alphabet.get_batch_converter()\n",
    "data = [(i, esm_structural_train[i]['seq']) for i in [0,1]]\n",
    "batch_labels, batch_strs, batch_tokens = batch_converter(data)\n",
    "with torch.no_grad():\n",
    "    results = model(batch_tokens, repr_layers=[33], return_contacts=True)\n",
    "for (_, seq), attention_contacts in zip(data, results[\"contacts\"]):\n",
    "    plt.matshow(attention_contacts[: len(seq), : len(seq)])\n",
    "    plt.title(seq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
